diff --git a/_sphinx/searchindex.js b/_sphinx/searchindex.js index 87b7f6bf6..5efb0d95b 100644 --- a/_sphinx/searchindex.js +++ b/_sphinx/searchindex.js @@ -1 +1 @@ -Search.setIndex({"alltitles": {"API Reference": [[13, null]], "Attack Comparator": [[28, "attack-comparator"]], "Attribution": [[0, "attribution"], [1, "attribution"]], "AttributionVisualizer": [[16, "attributionvisualizer"]], "Base Classes": [[1, "base-classes"]], "BaseFeature": [[16, "basefeature"]], "Baselines": [[31, "baselines"]], "Batch": [[16, "batch"]], "BinaryConcreteStochasticGates": [[2, "binaryconcretestochasticgates"]], "Captum API Reference": [[13, "captum-api-reference"]], "Classifier": [[3, "classifier"]], "Concept": [[3, "concept"]], "Concept-based Interpretability": [[3, "concept-based-interpretability"]], "ConceptInterpreter": [[3, "conceptinterpreter"]], "DataInfluence": [[14, "datainfluence"]], "Deconvolution": [[4, "deconvolution"]], "DeepLift": [[5, "deeplift"]], "DeepLiftShap": [[6, "deepliftshap"]], "FGSM": [[28, "fgsm"]], "Feature Ablation": [[7, "feature-ablation"]], "Feature Permutation": [[8, "feature-permutation"]], "Features": [[16, "features"]], "GaussianStochasticGates": [[9, "gaussianstochasticgates"]], "GeneralFeature": [[16, "generalfeature"]], "GradCAM": [[19, "gradcam"]], "Gradient Attribution": [[1, "gradient-attribution"]], "GradientShap": [[10, "gradientshap"]], "Guided Backprop": [[11, "guided-backprop"]], "Guided GradCAM": [[12, "guided-gradcam"]], "ImageFeature": [[16, "imagefeature"]], "Indices and Tables": [[13, "indices-and-tables"]], "Infidelity": [[23, "infidelity"]], "Influential Examples": [[14, "influential-examples"]], "Input X Gradient": [[15, "input-x-gradient"]], "Insights": [[16, "insights"]], "Insights API Reference": [[13, null]], "Integrated Gradients": [[17, "integrated-gradients"]], "Internal Influence": [[19, "internal-influence"]], "Interpretable Embeddings": [[31, "interpretable-embeddings"]], "Interpretable Input": [[31, "interpretable-input"]], "KernelShap": [[18, "kernelshap"]], "LLM Attribution Classes": [[21, "llm-attribution-classes"]], "LLMAttribution": [[21, "llmattribution"]], "LLMAttributionResult": [[21, "llmattributionresult"]], "LLMGradientAttribution": [[21, "llmgradientattribution"]], "LRP": [[22, "lrp"]], "Layer Activation": [[19, "layer-activation"]], "Layer Attribution": [[1, "layer-attribution"], [19, "layer-attribution"]], "Layer Conductance": [[19, "layer-conductance"]], "Layer DeepLift": [[19, "layer-deeplift"]], "Layer DeepLiftShap": [[19, "layer-deepliftshap"]], "Layer Feature Ablation": [[19, "layer-feature-ablation"]], "Layer Feature Permutation": [[19, "layer-feature-permutation"]], "Layer Gradient X Activation": [[19, "layer-gradient-x-activation"]], "Layer GradientShap": [[19, "layer-gradientshap"]], "Layer Integrated Gradients": [[19, "layer-integrated-gradients"]], "Layer LRP": [[19, "layer-lrp"]], "Lime": [[20, "lime"]], "Linear Models": [[31, "linear-models"]], "Metrics": [[23, "metrics"]], "Min Param Perturbation": [[28, "min-param-perturbation"]], "Module": [[24, "module"]], "Neuron Attribution": [[1, "neuron-attribution"], [25, "neuron-attribution"]], "Neuron Conductance": [[25, "neuron-conductance"]], "Neuron Deconvolution": [[25, "neuron-deconvolution"]], "Neuron DeepLift": [[25, "neuron-deeplift"]], "Neuron DeepLiftShap": [[25, "neuron-deepliftshap"]], "Neuron Feature Ablation": [[25, "neuron-feature-ablation"]], "Neuron Gradient": [[25, "neuron-gradient"]], "Neuron GradientShap": [[25, "neuron-gradientshap"]], "Neuron Guided Backprop": [[25, "neuron-guided-backprop"]], "Neuron Integrated Gradients": [[25, "neuron-integrated-gradients"]], "NoiseTunnel": [[26, "noisetunnel"]], "Occlusion": [[27, "occlusion"]], "PGD": [[28, "pgd"]], "Perturbation Attribution": [[1, "perturbation-attribution"]], "Robustness": [[28, "robustness"]], "Saliency": [[29, "saliency"]], "Sensitivity": [[23, "sensitivity"]], "Shapley Value Sampling": [[30, "shapley-value-sampling"]], "SimilarityInfluence": [[14, "similarityinfluence"]], "TCAV": [[3, "tcav"]], "TextFeature": [[16, "textfeature"]], "Token Reference Base": [[31, "token-reference-base"]], "TracInCP": [[14, "tracincp"]], "TracInCPBase": [[14, "tracincpbase"]], "TracInCPFast": [[14, "tracincpfast"]], "TracInCPFastRandProj": [[14, "tracincpfastrandproj"]], "Utilities": [[31, "utilities"]], "Visualization": [[31, "visualization"]]}, "docnames": ["attribution", "base_classes", "binary_concrete_stg", "concept", "deconvolution", "deep_lift", "deep_lift_shap", "feature_ablation", "feature_permutation", "gaussian_stg", "gradient_shap", "guided_backprop", "guided_grad_cam", "index", "influence", "input_x_gradient", "insights", "integrated_gradients", "kernel_shap", "layer", "lime", "llm_attr", "lrp", "metrics", "module", "neuron", "noise_tunnel", "occlusion", "robust", "saliency", "shapley_value_sampling", "utilities"], "envversion": {"sphinx": 61, "sphinx.domains.c": 3, "sphinx.domains.changeset": 1, "sphinx.domains.citation": 1, "sphinx.domains.cpp": 9, "sphinx.domains.index": 1, "sphinx.domains.javascript": 3, "sphinx.domains.math": 2, "sphinx.domains.python": 4, "sphinx.domains.rst": 2, "sphinx.domains.std": 2, "sphinx.ext.intersphinx": 1, "sphinx.ext.todo": 2, "sphinx.ext.viewcode": 1}, "filenames": ["attribution.rst", "base_classes.rst", "binary_concrete_stg.rst", "concept.rst", "deconvolution.rst", "deep_lift.rst", "deep_lift_shap.rst", "feature_ablation.rst", "feature_permutation.rst", "gaussian_stg.rst", "gradient_shap.rst", "guided_backprop.rst", "guided_grad_cam.rst", "index.rst", "influence.rst", "input_x_gradient.rst", "insights.rst", "integrated_gradients.rst", "kernel_shap.rst", "layer.rst", "lime.rst", "llm_attr.rst", "lrp.rst", "metrics.rst", "module.rst", "neuron.rst", "noise_tunnel.rst", "occlusion.rst", "robust.rst", "saliency.rst", "shapley_value_sampling.rst", "utilities.rst"], "indexentries": {"add_attack() (captum.robust.attackcomparator method)": [[28, "captum.robust.AttackComparator.add_attack", false]], "attackcomparator (class in captum.robust)": [[28, "captum.robust.AttackComparator", false]], "attribute (captum.attr.attribution attribute)": [[1, "captum.attr.Attribution.attribute", false]], "attribute (captum.attr.neuronattribution attribute)": [[1, "captum.attr.NeuronAttribution.attribute", false]], "attribute() (captum.attr.deconvolution method)": [[4, "captum.attr.Deconvolution.attribute", false]], "attribute() (captum.attr.deeplift method)": [[5, "captum.attr.DeepLift.attribute", false]], "attribute() (captum.attr.deepliftshap method)": [[6, "captum.attr.DeepLiftShap.attribute", false]], "attribute() (captum.attr.featureablation method)": [[7, "captum.attr.FeatureAblation.attribute", false]], "attribute() (captum.attr.featurepermutation method)": [[8, "captum.attr.FeaturePermutation.attribute", false]], "attribute() (captum.attr.gradientshap method)": [[10, "captum.attr.GradientShap.attribute", false]], "attribute() (captum.attr.guidedbackprop method)": [[11, "captum.attr.GuidedBackprop.attribute", false]], "attribute() (captum.attr.guidedgradcam method)": [[12, "captum.attr.GuidedGradCam.attribute", false]], "attribute() (captum.attr.inputxgradient method)": [[15, "captum.attr.InputXGradient.attribute", false]], "attribute() (captum.attr.integratedgradients method)": [[17, "captum.attr.IntegratedGradients.attribute", false]], "attribute() (captum.attr.internalinfluence method)": [[19, "captum.attr.InternalInfluence.attribute", false]], "attribute() (captum.attr.kernelshap method)": [[18, "captum.attr.KernelShap.attribute", false]], "attribute() (captum.attr.layeractivation method)": [[19, "captum.attr.LayerActivation.attribute", false]], "attribute() (captum.attr.layerconductance method)": [[19, "captum.attr.LayerConductance.attribute", false]], "attribute() (captum.attr.layerdeeplift method)": [[19, "captum.attr.LayerDeepLift.attribute", false]], "attribute() (captum.attr.layerdeepliftshap method)": [[19, "captum.attr.LayerDeepLiftShap.attribute", false]], "attribute() (captum.attr.layerfeatureablation method)": [[19, "captum.attr.LayerFeatureAblation.attribute", false]], "attribute() (captum.attr.layerfeaturepermutation method)": [[19, "captum.attr.LayerFeaturePermutation.attribute", false]], "attribute() (captum.attr.layergradcam method)": [[19, "captum.attr.LayerGradCam.attribute", false]], "attribute() (captum.attr.layergradientshap method)": [[19, "captum.attr.LayerGradientShap.attribute", false]], "attribute() (captum.attr.layergradientxactivation method)": [[19, "captum.attr.LayerGradientXActivation.attribute", false]], "attribute() (captum.attr.layerintegratedgradients method)": [[19, "captum.attr.LayerIntegratedGradients.attribute", false]], "attribute() (captum.attr.layerlrp method)": [[19, "captum.attr.LayerLRP.attribute", false]], "attribute() (captum.attr.lime method)": [[20, "captum.attr.Lime.attribute", false]], "attribute() (captum.attr.limebase method)": [[20, "captum.attr.LimeBase.attribute", false]], "attribute() (captum.attr.llmattribution method)": [[21, "captum.attr.LLMAttribution.attribute", false]], "attribute() (captum.attr.llmgradientattribution method)": [[21, "captum.attr.LLMGradientAttribution.attribute", false]], "attribute() (captum.attr.lrp method)": [[22, "captum.attr.LRP.attribute", false]], "attribute() (captum.attr.neuronconductance method)": [[25, "captum.attr.NeuronConductance.attribute", false]], "attribute() (captum.attr.neurondeconvolution method)": [[25, "captum.attr.NeuronDeconvolution.attribute", false]], "attribute() (captum.attr.neurondeeplift method)": [[25, "captum.attr.NeuronDeepLift.attribute", false]], "attribute() (captum.attr.neurondeepliftshap method)": [[25, "captum.attr.NeuronDeepLiftShap.attribute", false]], "attribute() (captum.attr.neuronfeatureablation method)": [[25, "captum.attr.NeuronFeatureAblation.attribute", false]], "attribute() (captum.attr.neurongradient method)": [[25, "captum.attr.NeuronGradient.attribute", false]], "attribute() (captum.attr.neurongradientshap method)": [[25, "captum.attr.NeuronGradientShap.attribute", false]], "attribute() (captum.attr.neuronguidedbackprop method)": [[25, "captum.attr.NeuronGuidedBackprop.attribute", false]], "attribute() (captum.attr.neuronintegratedgradients method)": [[25, "captum.attr.NeuronIntegratedGradients.attribute", false]], "attribute() (captum.attr.noisetunnel method)": [[26, "captum.attr.NoiseTunnel.attribute", false]], "attribute() (captum.attr.occlusion method)": [[27, "captum.attr.Occlusion.attribute", false]], "attribute() (captum.attr.saliency method)": [[29, "captum.attr.Saliency.attribute", false]], "attribute() (captum.attr.shapleyvalues method)": [[30, "captum.attr.ShapleyValues.attribute", false]], "attribute() (captum.attr.shapleyvaluesampling method)": [[30, "captum.attr.ShapleyValueSampling.attribute", false]], "attribution (class in captum.attr)": [[1, "captum.attr.Attribution", false]], "attributionvisualizer (class in captum.insights)": [[16, "captum.insights.AttributionVisualizer", false]], "basefeature (class in captum.insights.features)": [[16, "captum.insights.features.BaseFeature", false]], "batch (class in captum.insights)": [[16, "captum.insights.Batch", false]], "binaryconcretestochasticgates (class in captum.module)": [[2, "captum.module.BinaryConcreteStochasticGates", false]], "bound (captum.robust.fgsm attribute)": [[28, "captum.robust.FGSM.bound", false]], "bound (captum.robust.pgd attribute)": [[28, "captum.robust.PGD.bound", false]], "classes() (captum.concept.classifier method)": [[3, "captum.concept.Classifier.classes", false]], "classifier (class in captum.concept)": [[3, "captum.concept.Classifier", false]], "compute_cavs() (captum.concept.tcav method)": [[3, "captum.concept.TCAV.compute_cavs", false]], "compute_convergence_delta (captum.attr.attribution attribute)": [[1, "captum.attr.Attribution.compute_convergence_delta", false]], "compute_convergence_delta() (captum.attr.gradientattribution method)": [[1, "captum.attr.GradientAttribution.compute_convergence_delta", false]], "compute_convergence_delta() (captum.attr.lrp method)": [[22, "captum.attr.LRP.compute_convergence_delta", false]], "compute_intermediate_quantities() (captum.influence.tracincp method)": [[14, "captum.influence.TracInCP.compute_intermediate_quantities", false]], "compute_intermediate_quantities() (captum.influence.tracincpfastrandproj method)": [[14, "captum.influence.TracInCPFastRandProj.compute_intermediate_quantities", false]], "concept (class in captum.concept)": [[3, "captum.concept.Concept", false]], "conceptinterpreter (class in captum.concept)": [[3, "captum.concept.ConceptInterpreter", false]], "configure_interpretable_embedding_layer() (in module captum.attr)": [[31, "captum.attr.configure_interpretable_embedding_layer", false]], "datainfluence (class in captum.influence)": [[14, "captum.influence.DataInfluence", false]], "deconvolution (class in captum.attr)": [[4, "captum.attr.Deconvolution", false]], "deeplift (class in captum.attr)": [[5, "captum.attr.DeepLift", false]], "deepliftshap (class in captum.attr)": [[6, "captum.attr.DeepLiftShap", false]], "evaluate() (captum.robust.attackcomparator method)": [[28, "captum.robust.AttackComparator.evaluate", false]], "evaluate() (captum.robust.minparamperturbation method)": [[28, "captum.robust.MinParamPerturbation.evaluate", false]], "featureablation (class in captum.attr)": [[7, "captum.attr.FeatureAblation", false]], "featurepermutation (class in captum.attr)": [[8, "captum.attr.FeaturePermutation", false]], "fgsm (class in captum.robust)": [[28, "captum.robust.FGSM", false]], "fit() (captum._utils.models.linear_model.sgdlasso method)": [[31, "captum._utils.models.linear_model.SGDLasso.fit", false]], "fit() (captum._utils.models.linear_model.sgdridge method)": [[31, "captum._utils.models.linear_model.SGDRidge.fit", false]], "fit() (captum._utils.models.linear_model.sklearnlasso method)": [[31, "captum._utils.models.linear_model.SkLearnLasso.fit", false]], "fit() (captum._utils.models.linear_model.sklearnlinearmodel method)": [[31, "captum._utils.models.linear_model.SkLearnLinearModel.fit", false]], "fit() (captum._utils.models.linear_model.sklearnlinearregression method)": [[31, "captum._utils.models.linear_model.SkLearnLinearRegression.fit", false]], "fit() (captum._utils.models.linear_model.sklearnridge method)": [[31, "captum._utils.models.linear_model.SkLearnRidge.fit", false]], "fit() (captum._utils.models.model.model method)": [[31, "captum._utils.models.model.Model.fit", false]], "format_attr() (captum.attr.interpretableinput method)": [[31, "captum.attr.InterpretableInput.format_attr", false]], "format_attr() (captum.attr.texttemplateinput method)": [[31, "captum.attr.TextTemplateInput.format_attr", false]], "format_attr() (captum.attr.texttokeninput method)": [[31, "captum.attr.TextTokenInput.format_attr", false]], "forward() (captum.attr.interpretableembeddingbase method)": [[31, "captum.attr.InterpretableEmbeddingBase.forward", false]], "forward() (captum.module.binaryconcretestochasticgates method)": [[2, "captum.module.BinaryConcreteStochasticGates.forward", false]], "forward() (captum.module.gaussianstochasticgates method)": [[9, "captum.module.GaussianStochasticGates.forward", false]], "gaussianstochasticgates (class in captum.module)": [[9, "captum.module.GaussianStochasticGates", false]], "generalfeature (class in captum.insights.features)": [[16, "captum.insights.features.GeneralFeature", false]], "generate_activation() (captum.concept.tcav method)": [[3, "captum.concept.TCAV.generate_activation", false]], "generate_activations() (captum.concept.tcav method)": [[3, "captum.concept.TCAV.generate_activations", false]], "generate_all_activations() (captum.concept.tcav method)": [[3, "captum.concept.TCAV.generate_all_activations", false]], "generate_reference() (captum.attr.tokenreferencebase method)": [[31, "captum.attr.TokenReferenceBase.generate_reference", false]], "get_exp_kernel_similarity_function() (in module captum.attr._core.lime)": [[20, "captum.attr._core.lime.get_exp_kernel_similarity_function", false]], "get_gate_active_probs() (captum.module.binaryconcretestochasticgates method)": [[2, "captum.module.BinaryConcreteStochasticGates.get_gate_active_probs", false]], "get_gate_active_probs() (captum.module.gaussianstochasticgates method)": [[9, "captum.module.GaussianStochasticGates.get_gate_active_probs", false]], "get_gate_values() (captum.module.binaryconcretestochasticgates method)": [[2, "captum.module.BinaryConcreteStochasticGates.get_gate_values", false]], "get_gate_values() (captum.module.gaussianstochasticgates method)": [[9, "captum.module.GaussianStochasticGates.get_gate_values", false]], "get_name() (captum.attr.attribution class method)": [[1, "captum.attr.Attribution.get_name", false]], "get_name() (captum.influence.datainfluence class method)": [[14, "captum.influence.DataInfluence.get_name", false]], "get_name() (captum.influence.tracincpbase class method)": [[14, "captum.influence.TracInCPBase.get_name", false]], "gradientattribution (class in captum.attr)": [[1, "captum.attr.GradientAttribution", false]], "gradientshap (class in captum.attr)": [[10, "captum.attr.GradientShap", false]], "guidedbackprop (class in captum.attr)": [[11, "captum.attr.GuidedBackprop", false]], "guidedgradcam (class in captum.attr)": [[12, "captum.attr.GuidedGradCam", false]], "has_convergence_delta() (captum.attr.attribution method)": [[1, "captum.attr.Attribution.has_convergence_delta", false]], "has_convergence_delta() (captum.attr.deeplift method)": [[5, "captum.attr.DeepLift.has_convergence_delta", false]], "has_convergence_delta() (captum.attr.gradientshap method)": [[10, "captum.attr.GradientShap.has_convergence_delta", false]], "has_convergence_delta() (captum.attr.integratedgradients method)": [[17, "captum.attr.IntegratedGradients.has_convergence_delta", false]], "has_convergence_delta() (captum.attr.layerconductance method)": [[19, "captum.attr.LayerConductance.has_convergence_delta", false]], "has_convergence_delta() (captum.attr.layergradientshap method)": [[19, "captum.attr.LayerGradientShap.has_convergence_delta", false]], "has_convergence_delta() (captum.attr.layerintegratedgradients method)": [[19, "captum.attr.LayerIntegratedGradients.has_convergence_delta", false]], "has_convergence_delta() (captum.attr.limebase method)": [[20, "captum.attr.LimeBase.has_convergence_delta", false]], "has_convergence_delta() (captum.attr.lrp method)": [[22, "captum.attr.LRP.has_convergence_delta", false]], "has_convergence_delta() (captum.attr.noisetunnel method)": [[26, "captum.attr.NoiseTunnel.has_convergence_delta", false]], "imagefeature (class in captum.insights.features)": [[16, "captum.insights.features.ImageFeature", false]], "indices_to_embeddings() (captum.attr.interpretableembeddingbase method)": [[31, "captum.attr.InterpretableEmbeddingBase.indices_to_embeddings", false]], "infidelity (class in captum.metrics)": [[23, "captum.metrics.infidelity", false]], "influence() (captum.influence.datainfluence method)": [[14, "captum.influence.DataInfluence.influence", false]], "influence() (captum.influence.similarityinfluence method)": [[14, "captum.influence.SimilarityInfluence.influence", false]], "influence() (captum.influence.tracincp method)": [[14, "captum.influence.TracInCP.influence", false]], "influence() (captum.influence.tracincpbase method)": [[14, "captum.influence.TracInCPBase.influence", false]], "influence() (captum.influence.tracincpfast method)": [[14, "captum.influence.TracInCPFast.influence", false]], "influence() (captum.influence.tracincpfastrandproj method)": [[14, "captum.influence.TracInCPFastRandProj.influence", false]], "inputxgradient (class in captum.attr)": [[15, "captum.attr.InputXGradient", false]], "integratedgradients (class in captum.attr)": [[17, "captum.attr.IntegratedGradients", false]], "internalinfluence (class in captum.attr)": [[19, "captum.attr.InternalInfluence", false]], "interpolate() (captum.attr.layerattribution static method)": [[1, "captum.attr.LayerAttribution.interpolate", false]], "interpret (captum.concept.conceptinterpreter attribute)": [[3, "captum.concept.ConceptInterpreter.interpret", false]], "interpret() (captum.concept.tcav method)": [[3, "captum.concept.TCAV.interpret", false]], "interpretableembeddingbase (class in captum.attr)": [[31, "captum.attr.InterpretableEmbeddingBase", false]], "interpretableinput (class in captum.attr)": [[31, "captum.attr.InterpretableInput", false]], "kernel_shap_perturb_generator() (captum.attr.kernelshap method)": [[18, "captum.attr.KernelShap.kernel_shap_perturb_generator", false]], "kernelshap (class in captum.attr)": [[18, "captum.attr.KernelShap", false]], "layeractivation (class in captum.attr)": [[19, "captum.attr.LayerActivation", false]], "layerattribution (class in captum.attr)": [[1, "captum.attr.LayerAttribution", false]], "layerconductance (class in captum.attr)": [[19, "captum.attr.LayerConductance", false]], "layerdeeplift (class in captum.attr)": [[19, "captum.attr.LayerDeepLift", false]], "layerdeepliftshap (class in captum.attr)": [[19, "captum.attr.LayerDeepLiftShap", false]], "layerfeatureablation (class in captum.attr)": [[19, "captum.attr.LayerFeatureAblation", false]], "layerfeaturepermutation (class in captum.attr)": [[19, "captum.attr.LayerFeaturePermutation", false]], "layergradcam (class in captum.attr)": [[19, "captum.attr.LayerGradCam", false]], "layergradientshap (class in captum.attr)": [[19, "captum.attr.LayerGradientShap", false]], "layergradientxactivation (class in captum.attr)": [[19, "captum.attr.LayerGradientXActivation", false]], "layerintegratedgradients (class in captum.attr)": [[19, "captum.attr.LayerIntegratedGradients", false]], "layerlrp (class in captum.attr)": [[19, "captum.attr.LayerLRP", false]], "lime (class in captum.attr)": [[20, "captum.attr.Lime", false]], "limebase (class in captum.attr)": [[20, "captum.attr.LimeBase", false]], "llmattribution (class in captum.attr)": [[21, "captum.attr.LLMAttribution", false]], "llmattributionresult (class in captum.attr)": [[21, "captum.attr.LLMAttributionResult", false]], "llmgradientattribution (class in captum.attr)": [[21, "captum.attr.LLMGradientAttribution", false]], "load_cavs() (captum.concept.tcav method)": [[3, "captum.concept.TCAV.load_cavs", false]], "lrp (class in captum.attr)": [[22, "captum.attr.LRP", false]], "minparamperturbation (class in captum.robust)": [[28, "captum.robust.MinParamPerturbation", false]], "model (class in captum._utils.models.model)": [[31, "captum._utils.models.model.Model", false]], "neuronattribution (class in captum.attr)": [[1, "captum.attr.NeuronAttribution", false]], "neuronconductance (class in captum.attr)": [[25, "captum.attr.NeuronConductance", false]], "neurondeconvolution (class in captum.attr)": [[25, "captum.attr.NeuronDeconvolution", false]], "neurondeeplift (class in captum.attr)": [[25, "captum.attr.NeuronDeepLift", false]], "neurondeepliftshap (class in captum.attr)": [[25, "captum.attr.NeuronDeepLiftShap", false]], "neuronfeatureablation (class in captum.attr)": [[25, "captum.attr.NeuronFeatureAblation", false]], "neurongradient (class in captum.attr)": [[25, "captum.attr.NeuronGradient", false]], "neurongradientshap (class in captum.attr)": [[25, "captum.attr.NeuronGradientShap", false]], "neuronguidedbackprop (class in captum.attr)": [[25, "captum.attr.NeuronGuidedBackprop", false]], "neuronintegratedgradients (class in captum.attr)": [[25, "captum.attr.NeuronIntegratedGradients", false]], "noisetunnel (class in captum.attr)": [[26, "captum.attr.NoiseTunnel", false]], "occlusion (class in captum.attr)": [[27, "captum.attr.Occlusion", false]], "perturb() (captum.robust.fgsm method)": [[28, "captum.robust.FGSM.perturb", false]], "perturb() (captum.robust.pgd method)": [[28, "captum.robust.PGD.perturb", false]], "perturbationattribution (class in captum.attr)": [[1, "captum.attr.PerturbationAttribution", false]], "pgd (class in captum.robust)": [[28, "captum.robust.PGD", false]], "plot_seq_attr() (captum.attr.llmattributionresult method)": [[21, "captum.attr.LLMAttributionResult.plot_seq_attr", false]], "plot_token_attr() (captum.attr.llmattributionresult method)": [[21, "captum.attr.LLMAttributionResult.plot_token_attr", false]], "productbaselines (class in captum.attr)": [[31, "captum.attr.ProductBaselines", false]], "remove_interpretable_embedding_layer() (in module captum.attr)": [[31, "captum.attr.remove_interpretable_embedding_layer", false]], "representation() (captum._utils.models.model.model method)": [[31, "captum._utils.models.model.Model.representation", false]], "reset() (captum.robust.attackcomparator method)": [[28, "captum.robust.AttackComparator.reset", false]], "saliency (class in captum.attr)": [[29, "captum.attr.Saliency", false]], "self_influence() (captum.influence.tracincp method)": [[14, "captum.influence.TracInCP.self_influence", false]], "self_influence() (captum.influence.tracincpbase method)": [[14, "captum.influence.TracInCPBase.self_influence", false]], "self_influence() (captum.influence.tracincpfast method)": [[14, "captum.influence.TracInCPFast.self_influence", false]], "self_influence() (captum.influence.tracincpfastrandproj method)": [[14, "captum.influence.TracInCPFastRandProj.self_influence", false]], "sensitivity_max (class in captum.metrics)": [[23, "captum.metrics.sensitivity_max", false]], "sgdlasso (class in captum._utils.models.linear_model)": [[31, "captum._utils.models.linear_model.SGDLasso", false]], "sgdlinearmodel (class in captum._utils.models.linear_model)": [[31, "captum._utils.models.linear_model.SGDLinearModel", false]], "sgdridge (class in captum._utils.models.linear_model)": [[31, "captum._utils.models.linear_model.SGDRidge", false]], "shapleyvalues (class in captum.attr)": [[30, "captum.attr.ShapleyValues", false]], "shapleyvaluesampling (class in captum.attr)": [[30, "captum.attr.ShapleyValueSampling", false]], "similarityinfluence (class in captum.influence)": [[14, "captum.influence.SimilarityInfluence", false]], "sklearnlasso (class in captum._utils.models.linear_model)": [[31, "captum._utils.models.linear_model.SkLearnLasso", false]], "sklearnlinearmodel (class in captum._utils.models.linear_model)": [[31, "captum._utils.models.linear_model.SkLearnLinearModel", false]], "sklearnlinearregression (class in captum._utils.models.linear_model)": [[31, "captum._utils.models.linear_model.SkLearnLinearRegression", false]], "sklearnridge (class in captum._utils.models.linear_model)": [[31, "captum._utils.models.linear_model.SkLearnRidge", false]], "summary() (captum.robust.attackcomparator method)": [[28, "captum.robust.AttackComparator.summary", false]], "tcav (class in captum.concept)": [[3, "captum.concept.TCAV", false]], "test_reduction_type (captum.influence.tracincp attribute)": [[14, "captum.influence.TracInCP.test_reduction_type", false]], "textfeature (class in captum.insights.features)": [[16, "captum.insights.features.TextFeature", false]], "texttemplateinput (class in captum.attr)": [[31, "captum.attr.TextTemplateInput", false]], "texttokeninput (class in captum.attr)": [[31, "captum.attr.TextTokenInput", false]], "to_model_input() (captum.attr.interpretableinput method)": [[31, "captum.attr.InterpretableInput.to_model_input", false]], "to_model_input() (captum.attr.texttemplateinput method)": [[31, "captum.attr.TextTemplateInput.to_model_input", false]], "to_model_input() (captum.attr.texttokeninput method)": [[31, "captum.attr.TextTokenInput.to_model_input", false]], "to_tensor() (captum.attr.interpretableinput method)": [[31, "captum.attr.InterpretableInput.to_tensor", false]], "to_tensor() (captum.attr.texttemplateinput method)": [[31, "captum.attr.TextTemplateInput.to_tensor", false]], "to_tensor() (captum.attr.texttokeninput method)": [[31, "captum.attr.TextTokenInput.to_tensor", false]], "tokenreferencebase (class in captum.attr)": [[31, "captum.attr.TokenReferenceBase", false]], "tracincp (class in captum.influence)": [[14, "captum.influence.TracInCP", false]], "tracincpbase (class in captum.influence)": [[14, "captum.influence.TracInCPBase", false]], "tracincpfast (class in captum.influence)": [[14, "captum.influence.TracInCPFast", false]], "tracincpfastrandproj (class in captum.influence)": [[14, "captum.influence.TracInCPFastRandProj", false]], "train_and_eval() (captum.concept.classifier method)": [[3, "captum.concept.Classifier.train_and_eval", false]], "visualize_image_attr() (in module captum.attr.visualization)": [[31, "captum.attr.visualization.visualize_image_attr", false]], "visualize_image_attr_multiple() (in module captum.attr.visualization)": [[31, "captum.attr.visualization.visualize_image_attr_multiple", false]], "visualize_timeseries_attr() (in module captum.attr.visualization)": [[31, "captum.attr.visualization.visualize_timeseries_attr", false]], "weights() (captum.concept.classifier method)": [[3, "captum.concept.Classifier.weights", false]], "zero_thresh (captum.robust.fgsm attribute)": [[28, "captum.robust.FGSM.zero_thresh", false]]}, "objects": {"captum._utils.models.linear_model": [[31, 0, 1, "", "SGDLasso"], [31, 0, 1, "", "SGDLinearModel"], [31, 0, 1, "", "SGDRidge"], [31, 0, 1, "", "SkLearnLasso"], [31, 0, 1, "", "SkLearnLinearModel"], [31, 0, 1, "", "SkLearnLinearRegression"], [31, 0, 1, "", "SkLearnRidge"]], "captum._utils.models.linear_model.SGDLasso": [[31, 1, 1, "", "fit"]], "captum._utils.models.linear_model.SGDRidge": [[31, 1, 1, "", "fit"]], "captum._utils.models.linear_model.SkLearnLasso": [[31, 1, 1, "", "fit"]], "captum._utils.models.linear_model.SkLearnLinearModel": [[31, 1, 1, "", "fit"]], "captum._utils.models.linear_model.SkLearnLinearRegression": [[31, 1, 1, "", "fit"]], "captum._utils.models.linear_model.SkLearnRidge": [[31, 1, 1, "", "fit"]], "captum._utils.models.model": [[31, 0, 1, "", "Model"]], "captum._utils.models.model.Model": [[31, 1, 1, "", "fit"], [31, 1, 1, "", "representation"]], "captum.attr": [[1, 0, 1, "", "Attribution"], [4, 0, 1, "", "Deconvolution"], [5, 0, 1, "", "DeepLift"], [6, 0, 1, "", "DeepLiftShap"], [7, 0, 1, "", "FeatureAblation"], [8, 0, 1, "", "FeaturePermutation"], [1, 0, 1, "", "GradientAttribution"], [10, 0, 1, "", "GradientShap"], [11, 0, 1, "", "GuidedBackprop"], [12, 0, 1, "", "GuidedGradCam"], [15, 0, 1, "", "InputXGradient"], [17, 0, 1, "", "IntegratedGradients"], [19, 0, 1, "", "InternalInfluence"], [31, 0, 1, "", "InterpretableEmbeddingBase"], [31, 0, 1, "", "InterpretableInput"], [18, 0, 1, "", "KernelShap"], [21, 0, 1, "", "LLMAttribution"], [21, 0, 1, "", "LLMAttributionResult"], [21, 0, 1, "", "LLMGradientAttribution"], [22, 0, 1, "", "LRP"], [19, 0, 1, "", "LayerActivation"], [1, 0, 1, "", "LayerAttribution"], [19, 0, 1, "", "LayerConductance"], [19, 0, 1, "", "LayerDeepLift"], [19, 0, 1, "", "LayerDeepLiftShap"], [19, 0, 1, "", "LayerFeatureAblation"], [19, 0, 1, "", "LayerFeaturePermutation"], [19, 0, 1, "", "LayerGradCam"], [19, 0, 1, "", "LayerGradientShap"], [19, 0, 1, "", "LayerGradientXActivation"], [19, 0, 1, "", "LayerIntegratedGradients"], [19, 0, 1, "", "LayerLRP"], [20, 0, 1, "", "Lime"], [20, 0, 1, "", "LimeBase"], [1, 0, 1, "", "NeuronAttribution"], [25, 0, 1, "", "NeuronConductance"], [25, 0, 1, "", "NeuronDeconvolution"], [25, 0, 1, "", "NeuronDeepLift"], [25, 0, 1, "", "NeuronDeepLiftShap"], [25, 0, 1, "", "NeuronFeatureAblation"], [25, 0, 1, "", "NeuronGradient"], [25, 0, 1, "", "NeuronGradientShap"], [25, 0, 1, "", "NeuronGuidedBackprop"], [25, 0, 1, "", "NeuronIntegratedGradients"], [26, 0, 1, "", "NoiseTunnel"], [27, 0, 1, "", "Occlusion"], [1, 0, 1, "", "PerturbationAttribution"], [31, 0, 1, "", "ProductBaselines"], [29, 0, 1, "", "Saliency"], [30, 0, 1, "", "ShapleyValueSampling"], [30, 0, 1, "", "ShapleyValues"], [31, 0, 1, "", "TextTemplateInput"], [31, 0, 1, "", "TextTokenInput"], [31, 0, 1, "", "TokenReferenceBase"], [31, 3, 1, "", "configure_interpretable_embedding_layer"], [31, 3, 1, "", "remove_interpretable_embedding_layer"]], "captum.attr.Attribution": [[1, 2, 1, "", "attribute"], [1, 2, 1, "", "compute_convergence_delta"], [1, 1, 1, "", "get_name"], [1, 1, 1, "", "has_convergence_delta"]], "captum.attr.Deconvolution": [[4, 1, 1, "", "attribute"]], "captum.attr.DeepLift": [[5, 1, 1, "", "attribute"], [5, 1, 1, "", "has_convergence_delta"]], "captum.attr.DeepLiftShap": [[6, 1, 1, "", "attribute"]], "captum.attr.FeatureAblation": [[7, 1, 1, "", "attribute"]], "captum.attr.FeaturePermutation": [[8, 1, 1, "", "attribute"]], "captum.attr.GradientAttribution": [[1, 1, 1, "", "compute_convergence_delta"]], "captum.attr.GradientShap": [[10, 1, 1, "", "attribute"], [10, 1, 1, "", "has_convergence_delta"]], "captum.attr.GuidedBackprop": [[11, 1, 1, "", "attribute"]], "captum.attr.GuidedGradCam": [[12, 1, 1, "", "attribute"]], "captum.attr.InputXGradient": [[15, 1, 1, "", "attribute"]], "captum.attr.IntegratedGradients": [[17, 1, 1, "", "attribute"], [17, 1, 1, "", "has_convergence_delta"]], "captum.attr.InternalInfluence": [[19, 1, 1, "", "attribute"]], "captum.attr.InterpretableEmbeddingBase": [[31, 1, 1, "", "forward"], [31, 1, 1, "", "indices_to_embeddings"]], "captum.attr.InterpretableInput": [[31, 1, 1, "", "format_attr"], [31, 1, 1, "", "to_model_input"], [31, 1, 1, "", "to_tensor"]], "captum.attr.KernelShap": [[18, 1, 1, "", "attribute"], [18, 1, 1, "", "kernel_shap_perturb_generator"]], "captum.attr.LLMAttribution": [[21, 1, 1, "", "attribute"]], "captum.attr.LLMAttributionResult": [[21, 1, 1, "", "plot_seq_attr"], [21, 1, 1, "", "plot_token_attr"]], "captum.attr.LLMGradientAttribution": [[21, 1, 1, "", "attribute"]], "captum.attr.LRP": [[22, 1, 1, "", "attribute"], [22, 1, 1, "", "compute_convergence_delta"], [22, 1, 1, "", "has_convergence_delta"]], "captum.attr.LayerActivation": [[19, 1, 1, "", "attribute"]], "captum.attr.LayerAttribution": [[1, 1, 1, "", "interpolate"]], "captum.attr.LayerConductance": [[19, 1, 1, "", "attribute"], [19, 1, 1, "", "has_convergence_delta"]], "captum.attr.LayerDeepLift": [[19, 1, 1, "", "attribute"]], "captum.attr.LayerDeepLiftShap": [[19, 1, 1, "", "attribute"]], "captum.attr.LayerFeatureAblation": [[19, 1, 1, "", "attribute"]], "captum.attr.LayerFeaturePermutation": [[19, 1, 1, "", "attribute"]], "captum.attr.LayerGradCam": [[19, 1, 1, "", "attribute"]], "captum.attr.LayerGradientShap": [[19, 1, 1, "", "attribute"], [19, 1, 1, "", "has_convergence_delta"]], "captum.attr.LayerGradientXActivation": [[19, 1, 1, "", "attribute"]], "captum.attr.LayerIntegratedGradients": [[19, 1, 1, "", "attribute"], [19, 1, 1, "", "has_convergence_delta"]], "captum.attr.LayerLRP": [[19, 1, 1, "", "attribute"]], "captum.attr.Lime": [[20, 1, 1, "", "attribute"]], "captum.attr.LimeBase": [[20, 1, 1, "", "attribute"], [20, 1, 1, "", "has_convergence_delta"]], "captum.attr.NeuronAttribution": [[1, 2, 1, "", "attribute"]], "captum.attr.NeuronConductance": [[25, 1, 1, "", "attribute"]], "captum.attr.NeuronDeconvolution": [[25, 1, 1, "", "attribute"]], "captum.attr.NeuronDeepLift": [[25, 1, 1, "", "attribute"]], "captum.attr.NeuronDeepLiftShap": [[25, 1, 1, "", "attribute"]], "captum.attr.NeuronFeatureAblation": [[25, 1, 1, "", "attribute"]], "captum.attr.NeuronGradient": [[25, 1, 1, "", "attribute"]], "captum.attr.NeuronGradientShap": [[25, 1, 1, "", "attribute"]], "captum.attr.NeuronGuidedBackprop": [[25, 1, 1, "", "attribute"]], "captum.attr.NeuronIntegratedGradients": [[25, 1, 1, "", "attribute"]], "captum.attr.NoiseTunnel": [[26, 1, 1, "", "attribute"], [26, 1, 1, "", "has_convergence_delta"]], "captum.attr.Occlusion": [[27, 1, 1, "", "attribute"]], "captum.attr.Saliency": [[29, 1, 1, "", "attribute"]], "captum.attr.ShapleyValueSampling": [[30, 1, 1, "", "attribute"]], "captum.attr.ShapleyValues": [[30, 1, 1, "", "attribute"]], "captum.attr.TextTemplateInput": [[31, 1, 1, "", "format_attr"], [31, 1, 1, "", "to_model_input"], [31, 1, 1, "", "to_tensor"]], "captum.attr.TextTokenInput": [[31, 1, 1, "", "format_attr"], [31, 1, 1, "", "to_model_input"], [31, 1, 1, "", "to_tensor"]], "captum.attr.TokenReferenceBase": [[31, 1, 1, "", "generate_reference"]], "captum.attr._core.lime": [[20, 3, 1, "", "get_exp_kernel_similarity_function"]], "captum.attr.visualization": [[31, 3, 1, "", "visualize_image_attr"], [31, 3, 1, "", "visualize_image_attr_multiple"], [31, 3, 1, "", "visualize_timeseries_attr"]], "captum.concept": [[3, 0, 1, "", "Classifier"], [3, 0, 1, "", "Concept"], [3, 0, 1, "", "ConceptInterpreter"], [3, 0, 1, "", "TCAV"]], "captum.concept.Classifier": [[3, 1, 1, "", "classes"], [3, 1, 1, "", "train_and_eval"], [3, 1, 1, "", "weights"]], "captum.concept.ConceptInterpreter": [[3, 2, 1, "", "interpret"]], "captum.concept.TCAV": [[3, 1, 1, "", "compute_cavs"], [3, 1, 1, "", "generate_activation"], [3, 1, 1, "", "generate_activations"], [3, 1, 1, "", "generate_all_activations"], [3, 1, 1, "", "interpret"], [3, 1, 1, "", "load_cavs"]], "captum.influence": [[14, 0, 1, "", "DataInfluence"], [14, 0, 1, "", "SimilarityInfluence"], [14, 0, 1, "", "TracInCP"], [14, 0, 1, "", "TracInCPBase"], [14, 0, 1, "", "TracInCPFast"], [14, 0, 1, "", "TracInCPFastRandProj"]], "captum.influence.DataInfluence": [[14, 1, 1, "", "get_name"], [14, 1, 1, "", "influence"]], "captum.influence.SimilarityInfluence": [[14, 1, 1, "", "influence"]], "captum.influence.TracInCP": [[14, 1, 1, "", "compute_intermediate_quantities"], [14, 1, 1, "", "influence"], [14, 1, 1, "", "self_influence"], [14, 2, 1, "", "test_reduction_type"]], "captum.influence.TracInCPBase": [[14, 1, 1, "", "get_name"], [14, 1, 1, "", "influence"], [14, 1, 1, "", "self_influence"]], "captum.influence.TracInCPFast": [[14, 1, 1, "", "influence"], [14, 1, 1, "", "self_influence"]], "captum.influence.TracInCPFastRandProj": [[14, 1, 1, "", "compute_intermediate_quantities"], [14, 1, 1, "", "influence"], [14, 1, 1, "", "self_influence"]], "captum.insights": [[16, 0, 1, "", "AttributionVisualizer"], [16, 0, 1, "", "Batch"]], "captum.insights.features": [[16, 0, 1, "", "BaseFeature"], [16, 0, 1, "", "GeneralFeature"], [16, 0, 1, "", "ImageFeature"], [16, 0, 1, "", "TextFeature"]], "captum.metrics": [[23, 0, 1, "", "infidelity"], [23, 0, 1, "", "sensitivity_max"]], "captum.module": [[2, 0, 1, "", "BinaryConcreteStochasticGates"], [9, 0, 1, "", "GaussianStochasticGates"]], "captum.module.BinaryConcreteStochasticGates": [[2, 1, 1, "", "forward"], [2, 1, 1, "", "get_gate_active_probs"], [2, 1, 1, "", "get_gate_values"]], "captum.module.GaussianStochasticGates": [[9, 1, 1, "", "forward"], [9, 1, 1, "", "get_gate_active_probs"], [9, 1, 1, "", "get_gate_values"]], "captum.robust": [[28, 0, 1, "", "AttackComparator"], [28, 0, 1, "", "FGSM"], [28, 0, 1, "", "MinParamPerturbation"], [28, 0, 1, "", "PGD"]], "captum.robust.AttackComparator": [[28, 1, 1, "", "add_attack"], [28, 1, 1, "", "evaluate"], [28, 1, 1, "", "reset"], [28, 1, 1, "", "summary"]], "captum.robust.FGSM": [[28, 2, 1, "", "bound"], [28, 1, 1, "", "perturb"], [28, 2, 1, "", "zero_thresh"]], "captum.robust.MinParamPerturbation": [[28, 1, 1, "", "evaluate"]], "captum.robust.PGD": [[28, 2, 1, "", "bound"], [28, 1, 1, "", "perturb"]]}, "objnames": {"0": ["py", "class", "Python class"], "1": ["py", "method", "Python method"], "2": ["py", "attribute", "Python attribute"], "3": ["py", "function", "Python function"]}, "objtypes": {"0": "py:class", "1": "py:method", "2": "py:attribute", "3": "py:function"}, "terms": {"": [1, 2, 3, 5, 6, 7, 8, 9, 10, 12, 14, 16, 17, 18, 19, 20, 22, 23, 25, 26, 28, 30, 31], "0": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 17, 18, 19, 20, 22, 23, 25, 26, 27, 28, 29, 30, 31], "003": 23, "01": [2, 3, 9, 20, 28], "011": [19, 22], "0130140": [19, 22], "01312": 2, "01365": [17, 19, 25], "01713": 15, "02": 23, "02391": [12, 19], "02685": [5, 19, 25], "03292": 26, "03307": 26, "03788": 19, "03825": 26, "04247": 9, "04938": 20, "06083": 28, "06104": [5, 6, 10, 17, 19, 23, 25], "07874": 18, "08049": 23, "08484": 14, "09392": 23, "09946": 19, "1": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31], "10": [4, 5, 8, 14, 19, 22, 23, 25, 26], "1000": 3, "1007": [4, 25], "1016": [19, 22], "10758": 26, "108": 19, "11": 25, "11279": 3, "12233": [19, 25], "1311": [4, 25, 27], "1312": 29, "1371": [19, 22], "14": 14, "1412": [11, 25, 28], "15": 14, "16": [7, 8, 14, 18, 20, 25, 30], "1602": 20, "1605": 15, "1610": [12, 19], "1703": [17, 19, 25], "1704": [5, 19, 25], "1705": 18, "1706": [26, 28], "1711": [3, 5, 6, 10, 17, 19, 23, 25], "1712": 2, "1802": 19, "1805": [19, 25], "1806": [23, 26], "1807": 19, "1810": [9, 26], "1901": 23, "1d": [1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 22, 23, 25, 27, 28, 29, 30], "1e": [2, 3, 5], "1st": 31, "2": [1, 2, 3, 4, 5, 6, 7, 8, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 22, 23, 25, 26, 27, 28, 29, 30, 31], "20": [10, 19, 25], "200": [18, 20, 30], "2002": 14, "2017": [19, 22], "2293": 3, "23": [20, 31], "25": [18, 20, 21, 30], "255": [28, 31], "2901": [4, 25, 27], "2d": [1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 14, 15, 17, 18, 19, 20, 22, 23, 25, 27, 28, 29, 30], "2x2": [7, 8, 18, 20, 25, 30], "2x3x3x32": [15, 29], "3": [2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 22, 23, 25, 26, 27, 29, 30, 31], "31": 25, "319": [4, 25], "3194": 3, "32": [4, 5, 6, 10, 11, 12, 15, 17, 19, 22, 23, 25, 26, 29], "3387": 3, "3437": 3, "36": 19, "3600": 3, "3800": 3, "3d": [1, 12], "3x3": 27, "3x3x32x32": [10, 19, 22, 25], "4": [7, 8, 15, 18, 19, 20, 25, 27, 30], "4200": 3, "4252": 23, "46466": [4, 25], "4_8": [4, 25], "4d": [1, 12], "5": [2, 9, 10, 14, 19, 20, 22, 25, 26, 28, 31], "50": [17, 18, 19, 20, 25], "5800": 3, "5d": [1, 12], "6": 31, "6034": 29, "604084": 30, "6200": 3, "6400": 3, "6563": 3, "6572": 28, "6613": 3, "6806": [3, 11, 25], "7": [30, 31], "7062": [6, 19, 25], "7707": 3, "7715": 30, "8": [2, 31], "8003": 23, "978": [4, 25], "A": [1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 22, 23, 25, 27, 28, 29, 30, 31], "As": [2, 5, 9, 14, 19, 25], "But": 31, "By": [7, 8, 14, 19, 23, 25, 27, 28, 30], "For": [1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 22, 23, 25, 26, 27, 28, 29, 30, 31], "If": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31], "In": [1, 3, 5, 6, 7, 10, 14, 17, 18, 19, 20, 23, 25, 26, 27, 28, 30, 31], "It": [1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31], "Its": 31, "NOT": [14, 25], "Not": 26, "On": 23, "One": [16, 20], "Such": [23, 31], "That": [14, 19], "The": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31], "Then": [2, 9, 14], "There": [14, 31], "These": [1, 4, 5, 6, 7, 8, 11, 12, 14, 15, 16, 17, 18, 19, 20, 22, 23, 25, 27, 28, 29, 30], "To": [2, 9, 14, 17, 19, 22, 25, 27, 31], "With": [7, 8, 18, 19, 20, 25, 26, 30], "_": [23, 31], "__class__": 28, "__init__": [3, 14], "__name__": 28, "_construct_model_param": 31, "_core": 20, "_get_k_most_influenti": 14, "_influenc": 14, "_inspect_forward": 21, "_load_flexible_state_dict": 14, "_permute_featur": 8, "_self_influ": 14, "_util": [20, 31], "aaai": 23, "ab": [2, 3, 4, 5, 6, 9, 10, 11, 12, 14, 15, 17, 18, 19, 20, 23, 25, 26, 27, 28, 29], "ablat": [0, 8, 13, 18, 20, 23, 27, 30], "about": [3, 6, 16, 19, 23, 25, 26, 29, 31], "abov": [1, 14, 17, 18, 19, 20, 23], "absenc": 31, "absolut": [14, 29, 31], "absolute_valu": 31, "absorb": 22, "abstract": [3, 14, 31], "acc": 3, "accept": [8, 14, 21, 23], "access": [3, 5, 14, 19, 20, 25, 31], "accord": 31, "accordingli": 1, "accur": 14, "accuraci": [3, 14], "accuracy_metr": 28, "across": [1, 3, 6, 7, 8, 12, 18, 19, 20, 25, 26, 28, 30], "activ": [1, 2, 3, 5, 9, 13, 14, 22, 25], "activation_dir": 14, "actual": [14, 23, 31], "ad": [10, 12, 18, 19, 20, 25, 26, 28, 30, 31], "adapt": 31, "add": [2, 9, 10, 14, 19, 25, 26, 28, 30], "add_attack": 28, "addit": [1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 22, 23, 25, 26, 27, 28, 29, 30, 31], "additional_arg": [16, 28], "additional_attack_arg_nam": 28, "additional_forward_arg": [1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 14, 15, 17, 18, 19, 20, 22, 23, 25, 26, 27, 28, 29, 30], "additon": 1, "address": 31, "adher": 14, "adject": 3, "adjust": 5, "adopt": [2, 9], "advanc": [7, 8, 14, 18, 20, 27, 30], "adversari": [23, 28], "after": [10, 14, 19, 20, 25, 28, 30, 31], "aggreg": [1, 3, 7, 14, 25, 28], "aggregt": 28, "aka": [1, 3, 4, 5, 6, 7, 8, 10, 11, 15, 17, 19, 20, 22, 23, 25, 26, 27, 29, 30, 31], "al": [5, 19, 22, 25], "algorithm": [1, 3, 4, 5, 6, 8, 10, 11, 17, 19, 20, 22, 23, 25, 26, 31], "algorthm": 21, "align": [1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 15, 16, 17, 18, 19, 20, 22, 23, 25, 26, 27, 28, 29, 30, 31], "all": [1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31], "allign": 12, "allow": [1, 2, 3, 7, 8, 9, 12, 14, 18, 19, 20, 23, 25, 27, 28, 30, 31], "almost": 8, "alogrithm": 1, "along": [10, 17, 18, 19, 20, 25], "alpha": [3, 20, 28, 31], "alpha_overlai": 31, "alpha_sc": 31, "alreadi": [3, 14, 23, 31], "also": [1, 2, 3, 5, 6, 9, 10, 12, 14, 17, 18, 19, 20, 21, 23, 25, 26, 31], "altern": [7, 8, 18, 19, 20, 25, 30], "although": [5, 6, 19, 25], "alwai": [1, 4, 5, 6, 10, 11, 14, 15, 17, 19, 22, 23, 25, 26, 27, 29, 31], "among": [1, 7, 8, 17, 18, 19, 20, 25, 27, 28, 30], "amount": 25, "an": [1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 22, 23, 25, 26, 27, 28, 29, 30, 31], "analysi": 14, "ancona": [5, 19, 22, 25], "angl": 28, "ani": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31], "annoynearestneighbor": 14, "anoth": [6, 19, 25], "anyth": 31, "api": [3, 20, 31], "app": [16, 30], "appendix": 14, "appli": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 22, 23, 25, 26, 27, 28, 29, 30, 31], "applic": [12, 19, 22, 25, 31], "apply_before_preproc": 28, "approach": [3, 6, 7, 8, 10, 15, 17, 18, 19, 20, 23, 25, 27, 29, 30, 31], "appropri": [1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 15, 17, 18, 19, 20, 22, 23, 25, 26, 27, 29, 30, 31], "approxim": [1, 2, 5, 6, 10, 14, 17, 19, 20, 22, 23, 25, 26], "ar": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31], "arbitrari": [1, 4, 5, 6, 7, 8, 10, 11, 12, 15, 16, 17, 18, 19, 20, 22, 23, 25, 27, 28, 29, 30, 31], "area": [1, 12], "aren": [3, 14, 23], "arg": 1, "arg_max": 28, "arg_min": 28, "arg_nam": 28, "arg_step": 28, "argmax": 28, "argument": [1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31], "arithmet": 26, "around": [20, 28], "arrai": 31, "articl": [23, 30], "arxiv": [2, 3, 4, 5, 6, 9, 10, 11, 12, 14, 15, 17, 18, 19, 20, 23, 25, 26, 27, 28, 29], "assign": [5, 6, 7, 8, 17, 18, 19, 20, 25, 30, 31], "associ": [3, 14], "assum": [1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 22, 23, 25, 26, 27, 29, 30, 31], "assumpt": [10, 14, 19, 25, 31], "attack": [13, 23], "attack_kwarg": 28, "attack_metr": 28, "attackcompar": 28, "attempt": 28, "attr": [1, 4, 5, 6, 7, 8, 10, 11, 12, 15, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 29, 30, 31], "attr_coef": 20, "attr_dim_summ": 19, "attr_method": 21, "attr_target": 21, "attribibut": 21, "attribut": [3, 4, 5, 6, 7, 8, 10, 11, 12, 13, 14, 15, 16, 17, 18, 20, 22, 23, 26, 27, 28, 29, 30, 31], "attribute_to_layer_input": [3, 12, 19, 25], "attribute_to_neuron_input": 25, "attribution_method": 26, "attributionvisu": 13, "augment": 28, "author": [10, 19, 25], "autograd": [14, 19], "av": 3, "av_src": 14, "av_test": 14, "avail": [7, 8, 14, 17, 18, 19, 20, 21, 25, 27, 28, 30, 31], "avanti": [5, 19, 25], "averag": [6, 19, 21, 25, 26, 27, 28, 30, 31], "avoid": [5, 26], "axi": [21, 31], "axiom": 1, "axiomat": [17, 19], "back": [2, 9, 14, 30, 31], "backprop": [0, 12, 13, 23], "backpropag": [11, 12, 25], "backward": [17, 19, 22, 25], "ball": [23, 28], "base": [5, 6, 7, 8, 10, 12, 13, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 30], "basefeatur": 13, "baselin": [5, 6, 7, 8, 10, 13, 15, 16, 17, 18, 19, 20, 23, 25, 26, 27, 29, 30], "baseline_error": 8, "baseline_transform": 16, "baseline_valu": 31, "batch": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 17, 18, 19, 20, 23, 25, 26, 27, 28, 29, 30, 31], "batch_label": 8, "batch_result": 28, "batch_siz": [14, 23, 25], "batch_size_1": 14, "batch_size_2": 14, "batch_size_i": 14, "batch_size_j": 14, "bb1070691455d1fcfc6346ff458dbca77b2c": 30, "bceloss": 14, "becaus": [14, 18, 20], "been": [14, 23], "befor": [1, 16, 23, 28], "begin": 14, "behavior": [8, 14, 28], "being": [5, 6, 10, 14, 17, 19, 20, 23, 25, 31], "below": [3, 14, 19, 28, 30, 31], "benefit": 14, "bernoulli": [2, 9], "besid": 1, "best": [14, 28, 31], "beta": 23, "better": [5, 19, 25], "between": [2, 3, 5, 6, 8, 10, 14, 17, 19, 20, 22, 23, 25, 31], "beyond": [2, 9], "bia": 31, "bicub": [1, 12], "bilinear": [1, 12], "binari": [2, 18, 20, 23, 28, 31], "binaryconcretestochasticg": [13, 24], "bit": 5, "black": [20, 31], "blend": 31, "blended_heat_map": 31, "blob": 27, "block": [5, 19, 25], "blog": [5, 19, 25], "blue": 31, "book": 8, "bool": [1, 2, 3, 5, 6, 7, 8, 9, 10, 12, 14, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31], "boolean": 28, "border": 28, "both": [1, 2, 5, 10, 14, 17, 19, 20, 22, 26, 28, 31], "bound": [2, 28], "boundari": [2, 3, 9], "box": 27, "breakdown": 19, "bright": 31, "broadcast": [2, 5, 7, 8, 9, 17, 18, 19, 20, 23, 25, 27, 30], "broken": 31, "build": [5, 19, 25], "built": [5, 19, 25], "c": [3, 14, 16, 31], "calcul": [5, 6, 7, 8, 10, 14, 17, 18, 19, 20, 21, 22, 25, 28, 30], "call": [1, 3, 5, 6, 7, 8, 10, 14, 16, 17, 18, 19, 20, 21, 23, 25, 27, 28, 30, 31], "callabl": [1, 3, 5, 6, 7, 8, 10, 14, 15, 16, 17, 18, 19, 20, 23, 25, 27, 28, 29, 30, 31], "can": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 22, 23, 25, 26, 27, 28, 29, 30, 31], "cannot": [5, 8, 12, 19, 25, 31], "capit": 1, "captum": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31], "carlo": 23, "cartesian": 31, "case": [1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31], "categori": 16, "caus": [27, 28], "cav": 3, "cc": [6, 19, 23, 25], "center": 28, "certain": [1, 2, 9, 14, 31], "chang": [5, 7, 8, 14, 19, 23, 25, 28, 30], "channel": [1, 19, 31], "channel_label": 31, "channels_last": 31, "chapter": [4, 25], "charact": 1, "check": [3, 14], "checkpoint": 14, "checkpoints_load_func": 14, "chihkuanyeh": 23, "child": [1, 7, 8, 16, 20, 31], "choic": 31, "choos": [10, 14, 17, 18, 19, 25, 30], "chosen": [12, 14, 19, 22, 26, 28, 31], "christophm": 8, "chunk": [17, 19, 25], "clamp": [2, 9], "class": [2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 22, 23, 25, 26, 27, 28, 29, 30, 31], "classes_": 3, "classif": [1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 15, 16, 17, 18, 19, 20, 22, 23, 25, 27, 28, 29, 30], "classifi": [13, 16, 20, 31], "classifier_kwarg": 3, "classmethod": [1, 14], "cleaner": 5, "clip": 28, "clip_r": 28, "close": [1, 6, 10, 19], "cmap": 31, "coef_": 3, "coeffici": [18, 20], "collect": 28, "color": 31, "colorbar": 31, "colored_graph": 31, "colorjitt": 28, "colormap": 31, "column": 25, "com": [4, 19, 23, 25, 27, 30], "combin": [3, 14, 26], "combinatori": [2, 9], "come": 31, "command": 31, "common": [1, 16, 31], "commonli": [1, 21, 31], "compar": [5, 6, 13, 14, 19, 22, 23, 25], "complet": [1, 17, 19, 22, 23, 31], "complex": [6, 19, 25], "complic": 31, "compon": [18, 20], "composit": [6, 10, 19, 25], "comput": [1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31], "computation": [14, 23, 26, 30], "compute_cav": 3, "compute_convergence_delta": [0, 1, 5, 10, 17, 19, 20, 22, 26], "compute_intermediate_quant": 14, "concaten": [14, 20, 31], "concept": [13, 30, 31], "concept_id": 3, "concept_it": 3, "concept_lay": 3, "concept_nam": 3, "concept_object": 3, "concept_path": 3, "conceptinterpret": 13, "concepts_path": 3, "conceret": 2, "concret": [2, 9], "conduct": [13, 26], "configur": [3, 14, 21], "configure_interpretable_embedding_lay": [16, 31], "connect": 14, "conserv": 22, "consid": [5, 7, 14, 18, 19, 20, 31], "consist": [20, 31], "constant": 23, "constraint": 14, "construct": [7, 8, 14, 16, 18, 19, 20, 25, 28, 30, 31], "constructor": [3, 12, 19, 20, 23, 31], "consum": 31, "contain": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 22, 23, 25, 26, 27, 28, 29, 30, 31], "context": 3, "contigu": 27, "continu": [2, 9, 23], "contribut": 14, "control": [2, 31], "conv1": [19, 25], "conv2d": [12, 14, 19, 22, 25], "conv4": [12, 19, 25], "convei": [3, 20], "convent": 21, "converg": [1, 5, 6, 10, 17, 19, 20, 22, 26, 31], "convers": 31, "convert": [16, 20, 31], "convolut": [1, 12, 19], "cooper": 30, "copi": 14, "core": 1, "corner": 27, "correct": [1, 5, 10, 14, 16, 17, 19, 20, 22, 26, 28], "correct_fn": 28, "correct_fn_kwarg": 28, "correl": 23, "correspond": [1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 22, 23, 25, 26, 27, 28, 29, 30, 31], "cosin": 20, "cosine_similar": 14, "could": [3, 8, 14, 16, 20, 23, 25, 31], "cover": 27, "creat": [1, 3, 7, 8, 14, 18, 19, 20, 21, 25, 26, 30, 31], "crucial": 14, "cuda": [5, 19, 25], "curr_sampl": 20, "current": [5, 10, 12, 14, 16, 19, 25, 26, 31], "custom": [3, 5, 6, 8, 16, 19, 20, 22, 23, 25, 28, 31], "custom_attribution_func": [5, 6, 19, 25], "customclassifi": 3, "cut": 27, "d": [14, 16, 27], "data": [3, 14, 16, 17, 19, 21, 23, 25, 26, 31], "data_it": 3, "datainflu": 13, "dataload": [3, 14, 20, 28, 31], "dataparallel": [1, 7, 8, 12, 17, 18, 19, 20, 25, 27, 28, 30], "dataset": [3, 5, 14, 16, 19, 25, 31], "dataset_to_dataload": 3, "decid": [3, 19], "decis": 31, "decompos": [19, 22], "decomposit": [19, 22], "deconv": 4, "deconvolut": [0, 13, 23], "decor": 23, "deep": [5, 19, 25], "deepexplain": 27, "deeplift": [0, 6, 13, 23, 31], "deepliftshap": [0, 13], "def": [3, 20, 23, 28], "default": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31], "default_model_id": 3, "default_perturb_func": 23, "defin": [1, 3, 5, 6, 7, 8, 10, 14, 15, 16, 17, 18, 19, 20, 22, 23, 25, 27, 28, 29, 30, 31], "definit": [3, 23], "degre": 2, "delta": [1, 5, 6, 10, 17, 19, 20, 22, 25, 26, 31], "denot": 28, "dens": 16, "depend": [1, 4, 5, 6, 12, 14, 19, 25, 26, 31], "dependen": 31, "depress": 31, "depth": 5, "deriv": [1, 5, 10, 17, 19, 20, 22, 23, 26], "descend": 31, "descent": 28, "describ": [3, 5, 6, 7, 14, 17, 18, 19, 20, 23, 27, 31], "descript": [8, 14, 30], "design": [12, 19], "desir": [1, 8, 14, 23, 25, 28, 31], "detach": 3, "detail": [2, 4, 5, 6, 9, 10, 11, 12, 14, 17, 19, 20, 22, 23, 25, 26, 27, 28, 29, 30], "determin": [2, 9, 14, 18, 20, 28], "determinist": 28, "deviat": [9, 10, 19, 25, 26], "devic": [1, 7, 8, 12, 17, 18, 19, 20, 25, 27, 28, 30, 31], "device_id": [1, 12, 19, 25], "dict": [3, 8, 14, 19, 21, 28, 31], "dictionai": 3, "dictionari": [3, 28], "differ": [1, 3, 5, 6, 7, 8, 10, 14, 16, 17, 18, 19, 20, 21, 22, 23, 25, 27, 30, 31], "differenti": [2, 9, 31], "dim": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 15, 17, 18, 19, 20, 22, 23, 25, 27, 28, 29, 30], "dimens": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 22, 23, 25, 26, 27, 28, 29, 30, 31], "dimension": [1, 3, 10, 14, 19, 20, 23, 26, 28], "direct": 27, "directli": [2, 7, 8, 9, 14, 16, 18, 20, 21, 28, 31], "directori": [3, 14], "displai": [7, 8, 14, 18, 20, 27, 30, 31], "distanc": [20, 28], "distance_mod": 20, "distribut": [2, 6, 9, 10, 18, 19, 25, 26], "divid": [2, 9, 17, 19, 23, 25], "dl": [5, 6, 19, 25, 31], "do": [1, 8, 14, 21, 23, 31], "do_sampl": 21, "doc": 3, "document": [14, 23, 31], "documentclassifi": 31, "doe": [2, 7, 9, 12, 14, 31], "doesn": 31, "doi": [19, 22], "done": [7, 8, 14, 18, 19, 20, 23, 25, 30], "dot": [3, 14, 23], "draw": [10, 19, 25, 26], "draw_baseline_from_distrib": 26, "dsp": [19, 22], "dtic": 30, "du": 23, "due": [14, 19], "dure": [3, 5, 19, 22], "e": [2, 7, 8, 9, 12, 14, 16, 18, 19, 20, 23, 25, 26, 27, 28, 30, 31], "each": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31], "easier": 23, "effect": [6, 10, 19, 25], "effici": [14, 18, 23], "either": [1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 22, 23, 25, 27, 28, 29, 30, 31], "element": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 17, 18, 19, 20, 22, 23, 25, 26, 27, 28, 29, 30, 31], "els": [3, 28], "embed": [13, 14, 16], "embedding_layer_nam": 31, "embedding_tensor": 31, "empti": [3, 12, 27], "emptri": 31, "enabl": [3, 14], "encapsul": 31, "encod": 3, "encourag": 31, "end": [1, 31], "end_point": 1, "enforc": [1, 7, 16, 30], "ensur": [4, 11, 12, 14, 25, 27, 31], "entir": [7, 8, 14, 19, 20, 25, 27, 30, 31], "entri": 19, "environ": 26, "ep": [2, 5], "epsilon": [22, 23, 28], "equal": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 17, 18, 19, 20, 22, 23, 25, 27, 28, 29, 30, 31], "equidist": 31, "equival": [8, 18, 19, 25], "error": [1, 5, 8, 10, 14, 17, 19, 20, 22, 23, 26], "error_metr": 8, "essenti": [4, 25], "estim": [7, 8, 14, 18, 20, 23, 27, 30], "et": [5, 19, 22, 25], "etc": 31, "euclidean": 20, "evalu": [3, 7, 8, 17, 18, 19, 20, 25, 27, 28, 30], "everi": [14, 31], "ex": 3, "exact": 30, "exactli": [5, 7, 14, 16, 17, 18, 19, 20, 23, 25, 27, 30], "exampl": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 15, 16, 17, 18, 19, 20, 22, 23, 25, 26, 27, 28, 29, 30, 31], "exce": 23, "except": 19, "execut": [26, 31], "exp": 20, "expand": [5, 14, 19, 23, 25], "expect": [2, 9, 10, 14, 16, 19, 20, 23, 25, 31], "expected_output": 20, "expens": 26, "experiment": [3, 14, 31], "experimental_set": 3, "experiments_set": 3, "explain": [18, 20, 23, 31], "explan": [6, 10, 19, 23, 25], "explanation_func": 23, "explicitli": [2, 9], "exponenti": 20, "expos": [3, 20], "extend": [1, 3, 5, 6, 16, 19, 25, 30], "extent": 23, "extern": 28, "extra": [3, 21], "extract": 3, "f": [1, 3, 14, 23], "factor": [5, 6, 10, 17, 19, 23, 25], "factori": 31, "fallback": [7, 8, 14, 18, 20, 27, 30], "fals": [3, 5, 6, 7, 8, 10, 12, 14, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31], "fast": [14, 28], "faster": [5, 19, 25], "feasibl": 30, "featur": [0, 1, 2, 3, 4, 5, 6, 9, 10, 11, 13, 14, 15, 17, 18, 20, 22, 23, 26, 27, 28, 29, 30, 31], "feature_mask": [7, 8, 18, 20, 25, 30], "feature_perm": 8, "featureabl": [0, 7, 8, 19, 21], "featurepermut": [0, 8, 19], "feed": 31, "feel": 31, "fgsm": 13, "fidel": 23, "fig_siz": 31, "figur": [21, 31], "file": 3, "filepath": 14, "final": [3, 5, 6, 10, 14, 16, 17, 19, 23, 25, 27, 31], "final_fc_lay": 14, "find": 14, "finish": 31, "first": [1, 3, 5, 6, 7, 8, 10, 14, 16, 17, 18, 19, 20, 23, 25, 26, 27, 28, 30, 31], "fit": [3, 14, 20, 31], "fix": [7, 9, 14, 23], "flag": [3, 5, 6, 14, 19, 23, 25], "flatten": [14, 20], "flexibl": 19, "float": [1, 2, 3, 5, 9, 10, 19, 20, 23, 25, 26, 28, 31], "fold": [2, 9], "follow": [1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31], "fool": 28, "forc": 14, "force_train": 3, "form": [1, 3, 14, 21, 22, 25, 31], "format": [3, 16, 20, 23, 31], "format_attr": 31, "former": 19, "formul": [5, 19, 25, 28], "forum": [19, 22], "forward": [1, 2, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 22, 23, 24, 25, 27, 28, 29, 30, 31], "forward_fn": [7, 8, 18, 19, 20, 25, 27, 28, 30], "forward_func": [1, 7, 8, 10, 14, 15, 16, 17, 18, 19, 20, 23, 25, 26, 27, 28, 29, 30], "found": [2, 4, 5, 6, 8, 9, 10, 11, 12, 14, 17, 18, 19, 20, 22, 23, 25, 26, 27, 28, 29, 30], "frac": 23, "fragil": 23, "framework": [18, 20], "friendli": 3, "fro": 23, "from": [1, 3, 6, 10, 12, 14, 16, 17, 18, 19, 20, 23, 25, 26, 28, 30, 31], "from_interp_rep_transform": 20, "frontend": 16, "full": [7, 8, 18, 20, 21, 28, 30], "full_nam": 31, "fulli": 14, "fulltext": 30, "function": [1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 27, 28, 29, 30, 31], "furthemor": 14, "furthermor": 14, "futur": [5, 14, 19, 25, 30], "g": [2, 7, 8, 9, 12, 14, 16, 18, 19, 20, 25, 26, 27, 28, 30, 31], "game": 30, "gate": [2, 9], "gate_valu": [2, 9], "gated_input": [2, 9], "gauss": [17, 19], "gaussian": [2, 9, 10, 19, 20, 25, 26], "gaussian_nois": 28, "gaussianstochasticg": [13, 24], "gausslegendr": [17, 19, 25], "gbp": 11, "gen_arg": 21, "gener": [1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31], "generalfeatur": 13, "generate_activ": 3, "generate_all_activ": 3, "generate_refer": 31, "get": [2, 9, 14, 31], "get_active_prob": [2, 9], "get_exp_kernel_similarity_funct": [0, 20], "get_gate_active_prob": [2, 9, 24], "get_gate_valu": [2, 9, 24], "get_nam": [1, 14], "get_tensor_from_filenam": 3, "github": [8, 19, 23, 25, 27], "give": 14, "given": [1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31], "global": [5, 6, 10, 17, 19, 23, 25], "grad": 19, "grad_kwarg": [19, 25], "grad_requir": 14, "gradcam": [0, 13, 23], "gradient": [0, 2, 3, 4, 5, 6, 7, 9, 10, 11, 12, 13, 14, 21, 22, 23, 26, 28, 29, 31], "gradient_shap": 10, "gradientattribut": 1, "gradientexplain": [19, 25], "gradientshap": [0, 13], "graph": [19, 31], "green": 31, "grei": 27, "greyscal": [16, 31], "grid": 31, "group": [2, 7, 8, 9, 18, 19, 20, 22, 25, 28, 30, 31], "grow": 7, "gru": [5, 19, 25], "guarante": [5, 6, 19, 28, 31], "guid": [0, 13, 23], "guided_gc": 12, "guidedbackprop": [0, 11], "guidedgradcam": [0, 12], "h": [14, 31], "h_x": 31, "ha": [3, 7, 8, 12, 14, 16, 18, 19, 20, 22, 23, 25, 30, 31], "happen": 3, "happi": 3, "hard": [2, 9], "has_convergence_delta": [0, 1, 5, 10, 17, 19, 20, 22, 26], "have": [1, 2, 5, 6, 7, 8, 9, 10, 12, 14, 18, 19, 20, 22, 23, 25, 26, 28, 30, 31], "he": 31, "heat": 31, "heat_map": 31, "heatmap": 31, "help": [2, 3, 9, 21, 26, 28], "helper": 23, "here": [1, 5, 6, 8, 10, 11, 12, 14, 16, 17, 18, 19, 22, 23, 25, 26, 30, 31], "hidden": [19, 25, 31], "high": [1, 23], "highest": 14, "hood": [19, 23], "hook": 19, "how": [5, 19, 20, 23, 25, 31], "howev": [14, 22, 23, 26, 31], "html": [3, 8], "http": [2, 3, 4, 5, 6, 8, 9, 10, 11, 12, 14, 15, 17, 18, 19, 20, 22, 23, 25, 26, 27, 28, 29, 30], "huggingfac": 21, "human": 3, "hyperplan": 3, "hyperrectangl": 27, "i": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31], "id": [1, 3, 5, 12, 19, 22, 25, 31], "idea": 23, "identifi": [3, 14, 25, 28], "ig": [17, 23, 26, 31], "ignor": [7, 8, 14], "illustr": 3, "imag": [3, 4, 5, 6, 7, 10, 11, 12, 15, 16, 17, 18, 19, 20, 22, 23, 25, 26, 28, 29, 30, 31], "imageclassifi": [4, 5, 6, 10, 11, 12, 15, 17, 19, 22, 23, 25, 26, 29, 31], "imagefeatur": 13, "imagenet": 3, "implement": [1, 3, 5, 10, 14, 16, 19, 20, 22, 23, 25, 27, 30, 31], "implementaion": 1, "import": [1, 2, 3, 5, 7, 8, 9, 17, 19, 20, 23, 25, 30], "improv": [2, 14], "inception4c": 3, "inception4d": 3, "includ": [1, 2, 4, 5, 6, 7, 8, 11, 12, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31], "incorrect": 28, "increas": [7, 14, 28], "incur": 14, "independ": [6, 7, 8, 10, 18, 19, 20, 25, 30, 31], "index": [1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 22, 23, 25, 26, 27, 28, 29, 30, 31], "indic": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 22, 23, 25, 26, 27, 29, 30, 31], "indices_to_embed": 31, "individu": [18, 20, 23, 25, 27, 31], "ineffici": 14, "inf": [23, 28], "infer": 16, "infid": 23, "infidel": 13, "infidelity_perturb_func_decor": 23, "infin": 23, "influenc": [13, 14], "influence_scor": 14, "influence_src_dataset": 14, "influenti": 13, "inform": [1, 3, 5, 8, 10, 16, 17, 18, 19, 20, 22, 26, 31], "inher": 23, "inherit": [14, 31], "initi": [14, 19, 22, 28, 31], "inner": 14, "inp": [21, 28], "input": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30], "input_emb": 31, "input_indic": 31, "input_s": 14, "input_tensor": [2, 9], "input_token": 21, "input_transform": 16, "input_x_gradi": 15, "inputs_id": 14, "inputxgradi": [0, 15], "insert": 1, "insid": [6, 10, 19, 25], "inspir": [19, 22], "instal": 31, "instanc": [1, 3, 4, 5, 6, 11, 12, 14, 16, 19, 21, 23, 25, 26, 28, 31], "instead": [14, 19], "int": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31], "integ": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 15, 17, 18, 19, 20, 22, 23, 25, 27, 28, 29, 30, 31], "integr": [0, 1, 3, 5, 10, 13, 18, 20, 23, 26, 31], "integratedgradi": [0, 1, 16, 17, 23, 26, 31], "intemedi": 25, "intens": [14, 30], "intepret": 20, "interact": 14, "interest": 21, "interfac": [20, 21, 31], "intermedi": [1, 12, 14, 19, 25], "intermediate_quant": 14, "intermedit": 25, "intern": [3, 5, 7, 12, 13, 14, 17, 18, 20, 23, 25, 27, 30, 31], "internal_batch_s": [17, 19, 25], "internalinflu": 19, "interp": [18, 20], "interpol": [1, 12, 19], "interpolate_dim": 1, "interpolate_mod": [1, 12], "interpreat": [18, 20], "interpret": [1, 6, 7, 8, 10, 13, 15, 16, 17, 18, 19, 20, 23, 25, 27, 29, 30], "interpretable_emb": 31, "interpretable_input": 20, "interpretable_model": 20, "interpretableembeddingbas": [16, 31], "interpretableinput": [21, 31], "interpretal": [18, 20], "interv": 28, "inth": 31, "introduc": 31, "intuit": 14, "invari": 23, "involv": [7, 14, 19, 22, 25, 27, 30], "io": 8, "isn": [5, 6, 10, 17, 19, 23, 25], "issu": 5, "iter": [3, 14, 16, 27, 28, 31], "itp_attr": 31, "itp_tensor": 31, "its": [1, 2, 14, 16, 19, 20, 22, 23, 28, 30, 31], "itself": [1, 12, 19, 25, 28], "j": [14, 16, 19, 22], "jacobian": 14, "jitter": 28, "join": 3, "journal": [19, 22], "just": [14, 19, 23], "k": [14, 18, 31], "keep": 5, "kei": [14, 28, 31], "kernel": [18, 20, 26], "kernel_shap_perturb_gener": [0, 18], "kernel_width": 20, "kernelshap": [0, 13, 21], "keyword": [19, 20, 21, 28, 31], "kind": [14, 31], "kmostinfluentialresult": 14, "know": [5, 19, 25], "known": [5, 6, 10, 17, 19, 23, 25], "kwarg": [3, 7, 8, 14, 18, 20, 21, 23, 26, 28, 31], "l": [14, 23, 28], "l0": [2, 9], "l0_reg": [2, 9], "l1": [19, 31], "l2": [19, 20, 28, 31], "l2_dist": 20, "l3": 19, "l401": 27, "l_p": 23, "label": [3, 14, 16, 28, 31], "languag": [3, 21, 31], "larg": [5, 14, 19, 21, 25], "larger": [2, 3, 6, 9, 10, 19, 25], "lasso": [20, 31], "last": [12, 14, 19, 31], "later": [5, 12, 19, 25], "latter": [14, 19, 23], "layer": [3, 5, 12, 13, 14, 22, 25, 31], "layer_act": 19, "layer_attr_baselin": 19, "layer_attr_input": 19, "layer_attr_method": 3, "layer_attribut": 1, "layer_baselin": 19, "layer_cond": 19, "layer_ga": 19, "layer_gc": 19, "layer_grad_shap": 19, "layer_int_inf": 19, "layer_lrp": 19, "layer_mask": 19, "layer_nam": [3, 14], "layeractiv": 19, "layerattribut": [1, 3, 19], "layerconduct": 19, "layerdeeplift": [5, 19, 25], "layerdeepliftshap": [19, 25], "layerfeatureabl": 19, "layerfeaturepermut": 19, "layergradcam": [12, 19], "layergradientshap": 19, "layergradientxactiv": [3, 19], "layerintegratedgradi": 19, "layerlrp": 19, "lazi": 3, "lead": [14, 23, 28, 30], "learn": [2, 3, 5, 9, 14, 19, 25, 31], "least": [5, 6, 17, 19, 23, 25, 27, 28], "left": 14, "legendr": [17, 19], "len": 3, "length": [1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 22, 23, 25, 26, 27, 28, 29, 30, 31], "less": [1, 14, 25, 27], "let": [14, 31], "lig": 19, "like": [18, 31], "lime": [0, 13, 18, 21], "lime_attr": 20, "limebas": [0, 20], "limit": [5, 14, 19, 25], "line": [17, 19, 31], "linear": [1, 3, 5, 6, 10, 12, 13, 14, 16, 19, 20, 25, 28], "linear1": 19, "linear2": 25, "linear_model": [3, 20, 31], "linearli": 2, "linearmodel": 31, "linearregress": 31, "linearsvc": 31, "linewidth": 31, "linf": 28, "link": [4, 19, 25], "lipschitz": 23, "list": [1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 22, 23, 25, 26, 27, 28, 29, 30, 31], "literatur": [1, 5, 6, 10, 17, 19, 25], "llm": 13, "llmattribut": [13, 31], "llmattributionresult": 13, "llmgradientattribut": 13, "lm": 3, "load": [3, 14], "load_cav": 3, "load_input_from_disk": 14, "load_src_from_disk": 14, "local": [5, 6, 10, 17, 19, 23, 25], "locat": [3, 27], "log": [21, 28], "log_prob": 21, "logic": [1, 5, 6, 19, 20, 23, 25], "logit": [8, 14], "long": [14, 25], "loop": 14, "loss": [2, 9, 14, 18, 20, 28, 31], "loss_fn": 14, "loss_func": 28, "lower": [2, 14, 28, 31], "lower_bound": [2, 28], "lowest": 14, "lrp": [0, 13], "lstm": [5, 19, 25], "m": 18, "made": 14, "magnitud": [3, 23], "magnitude_scor": 3, "mai": [1, 3, 5, 7, 8, 10, 14, 16, 17, 19, 20, 22, 23, 25, 26, 27, 30, 31], "main": [8, 28], "mainli": 31, "maintain": 28, "make": [10, 14, 19, 25, 31], "mani": [14, 23], "manner": [3, 14], "map": [3, 14, 23, 28, 29, 31], "marco": [5, 19, 25], "marcoancona": 27, "mask": [2, 7, 8, 9, 18, 19, 20, 25, 28, 30, 31], "masked_imag": 31, "master": 27, "match": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 22, 23, 25, 27, 28, 29, 30, 31], "math": 14, "mathbb": 23, "matplotlib": [21, 31], "matric": 14, "matrix": [3, 14, 23], "max": [14, 23, 28], "max_examples_per_batch": 23, "max_it": 3, "max_length": 21, "maximum": [7, 8, 18, 19, 20, 23, 25, 27, 28, 30], "mean": [2, 3, 5, 6, 9, 10, 14, 17, 19, 22, 23, 25, 26, 28, 31], "meaning": [8, 12, 23], "measur": [7, 23, 25, 28, 30], "mechan": [19, 22], "memori": [3, 14, 26, 31], "method": [1, 3, 5, 6, 8, 10, 12, 14, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 30, 31], "metric": [8, 13, 14, 28], "metricresulttyp": 28, "mil": 30, "min": [13, 14], "min_pert": 28, "min_std": 28, "minim": 28, "minimum": [28, 31], "minparamperturb": 28, "misclassif": 28, "misclassifi": 28, "ml": 8, "mock": [2, 9], "mock_input": [2, 9], "modal": 16, "mode": [1, 3, 7, 12, 14, 20, 23, 28, 31], "model": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30], "model_id": [3, 14], "model_input": 31, "model_metr": 28, "model_out": [2, 9, 28], "modif": [1, 7, 8, 10, 15, 17, 18, 19, 20, 22, 23, 25, 27, 28, 29, 30, 31], "modifi": 28, "modul": [1, 2, 3, 4, 5, 6, 9, 11, 12, 13, 14, 16, 19, 22, 25, 28, 31], "moduleormodulelist": 19, "mont": 23, "more": [2, 3, 4, 5, 6, 8, 9, 10, 11, 12, 14, 16, 17, 18, 19, 20, 23, 25, 26, 27, 28, 29, 30, 31], "most": [1, 5, 6, 7, 8, 14, 16, 17, 18, 19, 20, 23, 25, 27, 28, 30], "mu_i": 23, "much": 14, "multi": 3, "multimod": 16, "multipl": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 22, 23, 25, 26, 27, 28, 29, 30, 31], "multipli": [5, 6, 10, 14, 15, 17, 19, 22, 23, 25, 31], "multiply_by_input": [5, 6, 10, 17, 19, 25], "multiprocess": 3, "multipy_by_input": 23, "multupl": 1, "must": [1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 22, 23, 25, 26, 27, 28, 29, 30, 31], "my": 23, "my_perturb_func": 23, "mytcav": 3, "n": [14, 16, 20, 23, 30, 31], "n_gate": [2, 9], "n_param": [2, 9], "n_perturb_sampl": 23, "n_sampl": [10, 18, 19, 20, 25, 30], "n_step": [3, 10, 17, 18, 19, 20, 25], "n_tree": 14, "nabla_": 14, "nabla_i": 14, "naiv": 14, "name": [1, 3, 14, 16, 28, 31], "namedtupl": 14, "nativ": 14, "natur": [3, 14], "nchw": 16, "nd": [10, 19, 25], "ndarrai": 31, "nearest": [1, 12, 14], "nearest_neighbor": 14, "nearestneighbor": 14, "necessari": [1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 27, 28, 29, 30, 31], "necessarili": 14, "need": [2, 3, 8, 14, 19, 22, 23, 25, 28, 31], "neg": [4, 11, 12, 16, 19, 25, 28, 31], "neglig": 31, "neighbor": [14, 28], "net": [4, 5, 6, 7, 8, 10, 11, 12, 15, 17, 18, 19, 20, 22, 23, 25, 26, 27, 29, 30, 31], "network": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 22, 23, 25, 27, 29, 30], "neural": [2, 5, 9, 12, 19, 23, 25], "neuron": [5, 13, 16, 19, 22], "neuron_cond": 25, "neuron_deconv": 25, "neuron_gb": 25, "neuron_grad_shap": 25, "neuron_ig": 25, "neuron_ind": 25, "neuron_selector": [1, 25], "neuronattribut": [1, 25], "neuronconduct": [19, 25], "neurondeconvolut": 25, "neurondeeplift": [5, 25], "neurondeepliftshap": 25, "neuronfeatureabl": 25, "neurongradi": 25, "neurongradientshap": 25, "neuronguidedbackprop": 25, "neuronintegratedgradi": 25, "neutral": 31, "new": [21, 30, 31], "newer": 31, "nip": [6, 19, 23, 25], "nn": [1, 3, 4, 5, 6, 11, 12, 14, 16, 19, 25, 28, 31], "node": 31, "nois": [2, 9, 10, 19, 20, 23, 25, 26], "noised_imag": 28, "noisetunnel": [10, 13, 19, 25], "noisi": [10, 19], "non": [1, 2, 4, 5, 6, 7, 8, 9, 11, 12, 15, 16, 17, 18, 19, 20, 22, 23, 25, 27, 28, 29, 30], "none": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31], "nonetheless": [5, 19, 25], "norm": [2, 9, 20, 23, 28], "norm_ord": 23, "normal": [16, 18, 22, 23, 28, 31], "notat": 14, "note": [4, 5, 6, 7, 8, 10, 11, 12, 14, 15, 17, 18, 19, 20, 22, 23, 25, 27, 29, 30, 31], "notion": 23, "now": [14, 31], "np": 23, "nt": 26, "nt_sampl": 26, "nt_samples_batch_s": 26, "nt_type": 26, "nuc": 23, "num_attempt": 28, "num_devic": [7, 8, 17, 18, 19, 20, 25, 27, 28, 30], "num_dropout": 28, "num_featur": [7, 8, 25, 30], "num_group": 19, "num_interp_featur": [18, 20], "num_sampl": 20, "num_trial": 21, "number": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31], "numer": [2, 3, 5, 31], "numpi": [3, 31], "nx10": [4, 5, 6, 10, 11, 12, 15, 17, 19, 22, 23, 25, 26, 29, 31], "nx12x32x32": [19, 25], "nx12x3x3": [19, 25], "nx1x8x8": 19, "nx3": [7, 8, 18, 19, 20, 25, 27, 30], "nx3x32x32": [4, 5, 6, 10, 11, 12, 15, 17, 19, 22, 23, 25, 26, 29, 31], "nx4x4": [7, 8, 18, 19, 20, 25, 27, 30], "nx50x8x8": [12, 19], "o": 3, "object": [1, 3, 14, 16, 20, 25, 31], "obtain": [14, 16, 18, 19, 22, 23], "occlud": 27, "occlus": [0, 7, 8, 13, 18, 20, 30], "occur": 12, "off": [2, 9, 20, 27], "offer": 14, "offici": 23, "often": [1, 16, 19, 20, 31], "oj": 23, "onc": [14, 20], "one": [1, 3, 5, 6, 7, 8, 10, 14, 16, 17, 18, 19, 20, 22, 23, 25, 27, 28, 30, 31], "ones": [5, 18, 19, 25, 28], "onli": [1, 3, 4, 5, 6, 8, 11, 12, 14, 16, 18, 19, 20, 21, 22, 23, 25, 26, 28, 30, 31], "onto": 31, "openreview": [5, 19, 22, 25], "oper": [4, 11, 12, 19, 25, 31], "oppon": 14, "oppos": 14, "optim": [2, 5, 9, 14, 19, 25, 31], "option": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31], "order": [1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 22, 23, 25, 27, 28, 29, 30, 31], "org": [2, 3, 4, 5, 6, 9, 10, 11, 12, 14, 15, 17, 18, 19, 20, 22, 23, 25, 26, 27, 28, 29, 30], "orient": 31, "orig_imag": 31, "origin": [2, 8, 9, 10, 11, 12, 16, 17, 18, 19, 20, 21, 22, 23, 25, 27, 28, 31], "original_imag": 31, "original_inp": [18, 20], "original_input": 20, "orthogon": 3, "other": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 22, 23, 25, 27, 28, 29, 30, 31], "otherwis": [3, 5, 6, 7, 8, 12, 14, 17, 18, 19, 20, 25, 27, 28, 29, 30], "our": [14, 31], "out": [3, 14, 23, 26, 28], "outer": 14, "outer_loop_by_checkpoint": 14, "outlier": 31, "outlier_perc": 31, "outout": 19, "output": [1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 27, 28, 29, 30], "output_dim": [1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 15, 17, 18, 19, 20, 22, 23, 25, 27, 28, 29, 30], "output_token": 21, "outsid": [14, 31], "over": [3, 14, 19, 21, 28, 30, 31], "overal": [6, 19, 25], "overhead": [14, 31], "overlai": 31, "overlaid": 31, "overlap": 30, "overlay_combin": 31, "overlay_individu": 31, "overrid": [1, 5, 10, 17, 19, 20, 22, 26, 31], "overridden": [4, 11, 12, 25], "overwritten": 28, "p": 18, "packag": 23, "pad": [16, 31], "page": [13, 14], "pair": [3, 6, 14, 19, 25, 31], "pairwis": 14, "panel": 31, "paper": [2, 3, 4, 5, 6, 9, 10, 11, 12, 14, 17, 18, 19, 20, 22, 23, 25, 26, 27, 28, 29, 30, 31], "parallel": 3, "param": 13, "param_v": 28, "paramet": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31], "parametr": 28, "paramter": 28, "part": [2, 9], "particular": [1, 3, 14, 19, 25, 28], "pass": [1, 3, 7, 8, 14, 16, 17, 18, 19, 20, 21, 23, 25, 26, 27, 28, 30, 31], "patch": 27, "path": [3, 10, 14, 17, 18, 19, 20, 25], "pdf": [5, 6, 14, 19, 23, 25, 30], "penal": [2, 9], "per": [1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 14, 15, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30], "percentag": [28, 31], "perform": [3, 4, 5, 8, 11, 12, 14, 19, 23, 25, 28, 31], "perm_feature_import": 8, "perm_func": 8, "permut": [0, 13, 30], "permuted_batch": 8, "persist": 14, "perturb": [7, 8, 13, 18, 19, 20, 21, 23, 25, 26, 27, 30, 31], "perturb1": 23, "perturb2": 23, "perturb_fn": 23, "perturb_func": [20, 23], "perturb_interpretable_spac": 20, "perturb_radiu": 23, "perturbationattribut": 1, "perturbations_per_ev": [7, 8, 18, 19, 20, 25, 27, 28, 30], "perturbed_input": [20, 23, 28], "perturbed_input1": 23, "perturbed_input2": 23, "perturbed_inputn": 23, "perturbed_interpretable_input": 20, "perturbed_tensor": 31, "perturbn": 23, "pgd": 13, "phi": 23, "photo": 16, "php": 23, "phrase": 31, "pick": 31, "pii": 30, "pil": 28, "pixel": [20, 28, 31], "pkl": 3, "place": [6, 14, 19, 31], "plan": [5, 19, 25, 30], "pleas": [3, 10, 14, 19, 20, 23, 25, 31], "plot": [21, 31], "plot_seq_attr": 21, "plot_token_attr": 21, "plt": 31, "plt_fig_axi": 31, "point": [1, 10, 17, 19, 20, 23, 25, 31], "pone": [19, 22], "posit": [12, 16, 19, 31], "possibl": [5, 12, 14, 19, 25, 30, 31], "postprocess": 16, "potenti": [14, 16], "practic": [2, 9, 14, 31], "pre": [3, 22, 28, 31], "preced": 31, "precomput": [1, 22, 31], "pred": 3, "predefin": 20, "predict": [3, 6, 10, 14, 18, 19, 20, 22, 23, 25, 28, 31], "predictor": 23, "prefer": [5, 19, 23, 25], "preproc": 28, "preproc_fn": 28, "preprocess": [14, 28], "presenc": 31, "present": [2, 3, 9, 21], "previou": [14, 23, 28], "primari": [10, 19, 25], "primarili": 23, "print": [19, 22], "prior": [14, 16], "pristin": 31, "privat": 14, "pro": 14, "prob": [2, 9, 21], "probabl": [2, 4, 5, 6, 7, 8, 9, 10, 11, 12, 15, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 29, 30, 31], "problem": [2, 9], "procedur": 19, "process": [3, 7, 8, 14, 17, 18, 19, 20, 23, 25, 26, 27, 28, 30], "produc": [14, 19, 21], "product": [3, 12, 14, 19, 23, 31], "productbaselin": 31, "progress": [7, 8, 14, 18, 20, 27, 30], "project": [14, 28], "projection_dim": 14, "prompt": 21, "prone": 23, "proof": 18, "propag": [4, 5, 14, 19, 22, 25], "propagationrul": [19, 22], "properli": 14, "properti": [1, 5, 6, 10, 14, 17, 19, 21, 22, 23], "propon": 14, "propos": [5, 19, 25], "provid": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31], "proxi": [1, 5, 10, 17, 19, 20, 22, 26], "prune": [2, 9], "pseudocod": 8, "public": [14, 19, 22], "purpos": 14, "py": 27, "pyplot": 31, "pyplot_kwarg": 31, "python": [1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 15, 16, 17, 18, 19, 20, 22, 23, 25, 27, 28, 29, 30, 31], "pytorch": [1, 3, 4, 5, 6, 11, 12, 14, 16, 19, 20, 25, 28, 31], "quadratur": [17, 19], "qualifi": 14, "qualiti": [5, 19, 25], "quantifi": 1, "quantiti": 14, "quickli": 14, "r": [3, 14, 28], "radiu": [23, 28], "randn": [2, 4, 5, 6, 7, 8, 9, 10, 11, 12, 15, 17, 18, 19, 20, 22, 23, 25, 26, 27, 29, 30], "randn_lik": [20, 28], "random": [3, 7, 8, 10, 14, 15, 18, 19, 20, 23, 25, 26, 27, 28, 29, 30], "random_data_it": 3, "random_rot": 28, "random_start": 28, "randomli": [10, 18, 19, 25, 26], "randomrot": 28, "rang": [2, 7, 8, 9, 18, 19, 20, 23, 25, 27, 28, 30, 31], "rate": 14, "rather": [7, 25, 30], "ratio": 23, "raw": [2, 9, 16, 28, 31], "reach": 28, "read": 23, "readabl": [1, 14], "real": 23, "reason": [14, 22, 23], "recommend": [6, 10, 12, 18, 19, 20, 25, 28], "reconstruct": [1, 12, 19, 25], "rectangular": 27, "rectif": [2, 9], "red": 31, "reduc": [14, 26], "reduct": [2, 9, 14], "refer": [4, 5, 6, 7, 10, 11, 12, 17, 18, 19, 20, 23, 25, 27, 30], "reference_token_idx": 31, "reg": [2, 9], "reg_reduct": [2, 9], "reg_weight": [2, 9], "regard": [4, 11, 12, 14, 17, 18, 19, 20, 25, 27, 30], "regardless": [3, 14, 20], "regener": 14, "region": [7, 25, 27, 30], "regress": 31, "regular": [2, 9, 18, 31], "relax": 2, "releas": [5, 19, 25], "relev": [1, 16, 19, 22], "reli": 14, "relu": [4, 11, 12, 19, 22, 25], "relu_attribut": 19, "remain": [1, 5, 6, 7, 8, 10, 17, 18, 19, 20, 23, 25, 27, 30, 31], "remov": [14, 31], "remove_interpretable_embedding_lay": 31, "reparameter": [2, 9], "repeat": [10, 17, 18, 19, 20, 23, 25, 28, 30], "replac": [7, 18, 19, 20, 25, 27, 30, 31], "repres": [2, 3, 9, 10, 14, 19, 20, 22, 23, 25, 26, 28, 31], "represent": [3, 14, 18, 20, 31], "requir": [1, 2, 3, 4, 5, 6, 7, 8, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 22, 23, 25, 27, 28, 29, 30, 31], "requires_grad": [4, 5, 6, 10, 11, 12, 15, 17, 19, 23, 25, 26, 29], "rescal": [2, 5, 6, 9, 19, 25], "resembl": 3, "reset": 28, "resnet18": 28, "resp": 14, "respect": [4, 5, 6, 7, 8, 10, 11, 12, 14, 15, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31], "respons": [1, 3, 21], "rest": 31, "restor": 14, "restrict": 14, "result": [1, 3, 6, 7, 8, 12, 14, 19, 20, 21, 25, 28, 30, 31], "retabl": [18, 20], "retain": 20, "retrain": 20, "retriev": 14, "return": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31], "return_convergence_delta": [5, 6, 10, 17, 19, 22, 26], "return_input_shap": [18, 20], "reus": 20, "revealcancel": [5, 19, 25], "rewrit": 14, "rgb": 16, "ridg": [20, 31], "riemann": [17, 19], "riemann_left": [17, 19, 25], "riemann_middl": [17, 19, 25], "riemann_right": [17, 19, 25], "riemann_trapezoid": [17, 19, 25], "right": [14, 31], "rnn": [5, 19, 25], "robust": [13, 23], "root": 14, "rotat": 28, "row": [14, 19], "rule": [5, 6, 17, 19, 22, 25], "run": [3, 5, 14, 19, 21, 25, 28], "s0305054808000804": 30, "salienc": [0, 13, 23, 26], "saliency_evalu": 23, "same": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31], "sampl": [0, 1, 2, 5, 6, 7, 8, 9, 10, 13, 14, 16, 18, 19, 20, 23, 25, 26, 27, 28, 31], "sample_wise_grad_per_batch": 14, "sample_wise_grads_per_batch": 14, "sampler": 3, "satisfi": 14, "save": [3, 14], "save_path": 3, "scalar": [1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 22, 23, 25, 27, 29, 30], "scale": [10, 19, 23, 25, 31], "scatter": 31, "scienc": 30, "sciencedirect": 30, "score": [1, 3, 4, 5, 6, 10, 11, 14, 16, 17, 19, 20, 22, 23, 25], "score_func": 16, "scriptmodul": 31, "seamlessli": 31, "search": [13, 28], "second": [1, 6, 10, 14, 16, 19, 23, 25, 31], "see": [3, 14, 16, 30, 31], "seed": 14, "seek": 14, "seen": 31, "segment": [7, 20, 25, 30, 31], "segmentat": 31, "select": [2, 9, 10, 18, 19, 20, 23, 25, 28], "selector": 25, "self": [3, 14, 23, 31], "self_influ": 14, "self_influence_scor": 14, "semanticscholar": 30, "sen": [3, 23], "send": 31, "sens": [10, 19, 25], "sensit": [3, 5, 6, 10, 13, 17, 19, 25], "sensitivi": 23, "sensitivity_max": 23, "sentenc": 16, "separ": [2, 3, 5, 7, 8, 9, 14, 18, 19, 20, 25, 30, 31], "seq_attr": 21, "sequenc": [19, 21, 31], "sequence_length": 31, "sequenti": [3, 16, 17, 19, 22, 23, 25], "serv": [1, 5, 10, 17, 19, 20, 22, 23, 26, 31], "set": [3, 5, 6, 7, 8, 10, 12, 14, 17, 18, 19, 20, 22, 23, 25, 28, 29, 30, 31], "setup": 14, "sever": 14, "sgd": [20, 31], "sgd_train_linear_model": 31, "sgdclassifi": 3, "sgdlasso": 31, "sgdlinearmodel": 31, "sgdridg": 31, "shap": [6, 10, 18, 19, 25], "shape": [1, 2, 9, 10, 12, 14, 18, 19, 20, 23, 25, 27, 28, 31], "shaplei": [0, 13, 18], "shapleyvalu": [0, 21, 30], "shapleyvaluesampl": [0, 21, 30], "share": [2, 9, 31], "shift": 27, "should": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 22, 23, 25, 26, 27, 28, 29, 30, 31], "show": [14, 19, 21, 25, 31], "show_colorbar": 31, "show_progress": [7, 8, 14, 18, 20, 27, 30], "shown": [19, 23], "shrikumar": [5, 19, 25], "shuffl": 8, "side": 31, "sigmoid": [2, 5, 9, 19, 25], "sign": [3, 4, 19, 25, 28, 29, 31], "sign_count": 3, "sign_count_scor": 3, "signatur": [5, 6, 19, 20, 25, 28], "signifi": 8, "signific": 5, "significantli": [5, 19, 25], "sim": 23, "similar": [5, 14, 18, 19, 20, 23, 25, 28, 31], "similarity_direct": 14, "similarity_fn": 20, "similarity_func": 20, "similarity_kernel": 20, "similarity_metr": 14, "similarityinflu": 13, "similarli": 14, "simpl": [7, 8, 14, 18, 19, 20, 27, 30], "simpleclassifi": [7, 8, 18, 19, 20, 25, 27, 30], "simpler": 20, "simpli": [4, 8, 14, 20, 25, 30, 31], "simplifi": 31, "simultan": [7, 8, 18, 19, 20, 25, 30], "sinc": [1, 7, 14, 18, 19, 20, 23, 25, 28, 30, 31], "singl": [1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 22, 23, 25, 26, 27, 28, 29, 30, 31], "singleton": 1, "situat": 26, "size": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 22, 23, 25, 26, 27, 28, 29, 30, 31], "skeleton": 14, "skip": 31, "skip_token": 31, "sklearn": [3, 20, 31], "sklearn_modul": 31, "sklearnlasso": [20, 31], "sklearnlinearmodel": [20, 31], "sklearnlinearregress": 31, "sklearnridg": 31, "slayer_attribut": 1, "slice": [23, 25], "slide": 27, "sliding_window_shap": 27, "slight": 31, "slightli": [23, 31], "slundberg": [19, 25], "small": [18, 20, 30], "smaller": [2, 9, 20, 27], "smooth": [2, 9, 26], "smoothgrad": [10, 19, 25, 26], "smoothgrad_sq": 26, "so": [2, 4, 7, 8, 9, 11, 14, 17, 18, 19, 20, 23, 25, 27, 28, 30, 31], "softmax": 16, "solut": [2, 9], "some": [3, 10, 14, 19, 20, 23, 25, 26, 28, 31], "someth": 31, "sometim": [1, 23], "sourc": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31], "space": [1, 18, 20, 23], "spars": [16, 31], "spatial": [12, 19], "special": [14, 31], "specif": [1, 3, 5, 6, 8, 14, 16, 19, 20, 23, 25, 28, 31], "specifi": [3, 14, 16, 20, 22, 25, 28, 31], "spectrum": 31, "split": [3, 7, 8, 17, 18, 19, 20, 25, 27, 28, 30], "springer": [4, 25], "squar": [7, 8, 14, 18, 20, 23, 25, 26, 30], "stabil": [2, 22], "stabl": 3, "standard": [9, 10, 14, 19, 25, 26, 28], "start": [1, 6, 10, 17, 19, 25], "start_point": 1, "stat": 3, "state": [1, 14, 31], "static": 1, "statist": [3, 31], "std": [9, 28], "stdev": [10, 19, 25, 26, 28], "step": [16, 17, 19, 25, 27, 28], "step_num": 28, "step_siz": 28, "stg": [2, 9], "still": [3, 14, 18, 20, 30], "stochast": [2, 9], "storag": 3, "store": [3, 14, 28], "str": [1, 2, 3, 9, 12, 14, 16, 17, 19, 20, 21, 23, 25, 26, 28, 31], "straight": [17, 19], "stretch": 2, "stride": 27, "string": [1, 14, 16, 23, 28, 31], "stripe": 3, "striped_data_it": 3, "structur": [3, 14, 19], "style": 21, "sub": [1, 16, 23], "subclass": 14, "subdirectori": 14, "subplot": 31, "subsequ": 14, "subset": [19, 23], "subtract": 31, "success": 28, "suffic": 25, "suffici": 14, "suffix": 28, "suitabl": 16, "sum": [1, 2, 3, 5, 6, 9, 10, 14, 17, 19, 22, 23, 25], "summar": 28, "summari": [14, 28], "super": 20, "superpixel": [18, 20], "supervis": 31, "suppli": 31, "support": [5, 12, 16, 19, 21, 25, 26, 28, 31], "suppos": [14, 31], "sure": 31, "surrog": [2, 9, 18, 20], "sv": 30, "svm": 31, "sy21r9jaw": [5, 19, 22, 25], "symbol": 23, "t": [3, 5, 6, 10, 14, 17, 19, 23, 25, 28, 31], "take": [1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 14, 15, 17, 18, 19, 20, 22, 23, 25, 26, 27, 28, 29, 30, 31], "taken": [7, 8, 16, 22, 25, 30], "tanh": [5, 19, 25], "target": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31], "targettyp": 28, "task": 31, "tcav": 13, "techniqu": 23, "temperatur": 2, "templat": 31, "tensor": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31], "tensorflow": 27, "tensorflowkeraspytorch": [19, 25], "tensorortupleoftensorsgener": 22, "term": [2, 9, 14, 18], "test": [3, 14, 23, 28, 30, 31], "test_loss_fn": 14, "test_reduction_typ": 14, "test_split_ratio": 3, "text": [3, 16, 21, 28, 31], "text_inp": 31, "textfeatur": 13, "texttemplateinput": 31, "texttokeninput": 31, "th": 14, "than": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 22, 23, 25, 27, 28, 29, 30, 31], "thei": [3, 8, 14, 23, 31], "them": [1, 7, 8, 10, 14, 18, 19, 20, 25, 30, 31], "theoret": 18, "theori": 30, "therefor": [10, 14, 19, 22, 23], "theta": 28, "thi": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 22, 23, 25, 26, 27, 28, 29, 30, 31], "think": 19, "thisi": 14, "thorough": 3, "those": [1, 3, 6, 10, 14, 18, 19, 20, 22, 23, 25, 30, 31], "though": 14, "three": [5, 6, 19, 20, 25], "threshold": [18, 28], "through": [2, 3, 5, 6, 8, 9, 10, 14, 19, 20, 22, 25, 28, 31], "throughout": [9, 14], "thu": [14, 27, 31], "time": [7, 8, 10, 14, 18, 19, 20, 23, 25, 26, 27, 30], "timeseri": 31, "titl": 31, "to_interp_rep_transform": 20, "to_interp_transform": 20, "to_model_input": 31, "to_tensor": 31, "todo": 14, "togeth": [2, 7, 8, 9, 18, 19, 20, 23, 25, 26, 30, 31], "token": [13, 16, 21], "token_attr": 21, "tokenreferencebas": [16, 31], "tol": 3, "too": 14, "took": 31, "top": [14, 18, 28, 31], "top_k": 14, "torch": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 22, 23, 25, 26, 27, 28, 29, 30, 31], "torchscript": [5, 19, 25], "torchvis": 28, "total": [5, 6, 10, 14, 17, 18, 19, 25, 30, 31], "toward": [5, 19, 21, 23, 25], "tqdm": [7, 8, 14, 18, 20, 27, 30], "tr": 30, "tracin": 14, "tracincp": 13, "tracincpbas": 13, "tracincpfast": 13, "tracincpfastrandproj": 13, "track": 28, "train": [3, 14, 18, 20, 31], "train_and_ev": 3, "train_data": 31, "train_dataset": 14, "train_dataset_s": 14, "train_fn": 31, "train_interpretable_model_func": 20, "train_test_split": 3, "trainabl": 31, "transform": [14, 16, 20, 28, 31], "treat": [14, 28], "tree": 31, "trial": [21, 28, 30], "trilinear": [1, 12], "tripl": 31, "true": [2, 4, 5, 6, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 28, 29, 31], "trust": 31, "try": [7, 8, 14, 18, 20, 27, 30], "tunnel": 26, "tupl": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 22, 23, 25, 26, 27, 28, 29, 30, 31], "turn": [2, 9], "tutori": [3, 19, 22], "two": [3, 14, 23, 31], "type": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31], "typevar": [22, 28], "typic": 31, "u": [3, 14, 23, 31], "u2": 30, "un": 8, "unbound": 23, "under": [3, 10, 14, 19, 23, 25, 31], "underli": [19, 21, 22, 31], "underneath": [2, 9], "understand": [5, 19, 25, 31], "understood": 16, "unexpect": 14, "unifi": [6, 10, 19, 25, 31], "uniformli": 20, "uninterest": 31, "union": [14, 19, 22, 28, 31], "uniqu": [3, 28], "unk": 31, "unknown": 31, "unless": 31, "unlik": [8, 18, 20, 25, 30], "unpack_input": 14, "until": 27, "updat": 14, "upper": [2, 28], "upper_bound": [2, 28], "upsampl": [1, 12, 19], "upsampled_attr": 19, "us": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 30, 31], "usag": 14, "use_cached_output": 21, "use_label_for_attr": 16, "use_pyplot": 31, "user": [1, 3, 5, 10, 17, 19, 20, 22, 23, 26, 31], "usual": [1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 15, 17, 18, 19, 20, 22, 23, 25, 27, 28, 29, 30], "util": [1, 13, 14, 19, 21, 25], "v": [5, 6, 10, 17, 19, 25], "valid": [1, 12, 14, 31], "valu": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 31], "var_nam": 28, "vargrad": 26, "variabl": [2, 3, 9, 14, 28, 31], "varianc": 26, "variant": [17, 19], "variou": [3, 31], "vector": [1, 3, 14, 18, 20, 31], "verbos": [19, 22], "veri": [1, 6, 10, 19, 30, 31], "version": [14, 20, 28, 31], "via": [2, 9, 14], "view": [10, 14, 19, 23, 25, 31], "visual": [1, 13, 16, 19], "visualis": 21, "visualization_transform": 16, "visualization_typ": 16, "visualize_image_attr": 31, "visualize_image_attr_multipl": 31, "visualize_timeseries_attr": 31, "vocabulari": 31, "w": [3, 14, 31], "wa": [14, 31], "wai": [8, 14, 21, 23, 31], "want": [1, 3, 7, 8, 14, 19, 23, 25, 30, 31], "warn": [4, 11, 12, 25], "we": [1, 3, 5, 6, 7, 8, 12, 14, 17, 18, 19, 20, 22, 23, 25, 26, 27, 30, 31], "weight": [2, 3, 9, 18, 19, 20, 22, 31], "well": [14, 20, 23, 28], "what": 31, "when": [1, 2, 3, 5, 6, 7, 8, 9, 14, 16, 17, 18, 19, 20, 21, 22, 23, 25, 27, 28, 30, 31], "where": [3, 7, 14, 16, 18, 20, 25, 28, 30, 31], "wherea": 23, "whether": [1, 2, 3, 5, 6, 9, 10, 12, 14, 17, 18, 19, 20, 21, 22, 25, 26, 28], "which": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31], "while": [9, 14, 16, 19, 31], "whilst": 31, "white": [10, 19, 25, 31], "whole": 21, "whose": 31, "why": 31, "width": 20, "window": 27, "wise": [3, 7, 12, 14, 19, 22, 30, 31], "within": [1, 2, 7, 8, 9, 14, 18, 19, 20, 23, 25, 28, 30, 31], "without": [2, 4, 25, 28, 31], "word": [1, 3, 14, 16, 31], "work": 31, "worst": 28, "would": [14, 19, 25, 31], "wrap": [3, 19, 21, 23, 31], "wrapper": [14, 20, 31], "www": [23, 30], "x": [0, 3, 7, 8, 13, 14, 18, 20, 23, 25, 27, 28, 30, 31], "x_": 28, "x_0": 28, "x_t": 28, "x_test": 3, "x_train": 3, "x_valu": 31, "y": [14, 28, 31], "y_test": 3, "y_train": 3, "yield": [14, 20], "you": [7, 8, 19, 31], "your": [5, 19, 31], "zero": [1, 2, 5, 7, 9, 10, 17, 18, 19, 20, 22, 25, 26, 27, 28, 30], "zero_thresh": 28}, "titles": ["Attribution", "Base Classes", "BinaryConcreteStochasticGates", "Concept-based Interpretability", "Deconvolution", "DeepLift", "DeepLiftShap", "Feature Ablation", "Feature Permutation", "GaussianStochasticGates", "GradientShap", "Guided Backprop", "Guided GradCAM", "Captum API Reference", "Influential Examples", "Input X Gradient", "Insights", "Integrated Gradients", "KernelShap", "Layer Attribution", "Lime", "LLM Attribution Classes", "LRP", "Metrics", "Module", "Neuron Attribution", "NoiseTunnel", "Occlusion", "Robustness", "Saliency", "Shapley Value Sampling", "Utilities"], "titleterms": {"ablat": [7, 19, 25], "activ": 19, "api": 13, "attack": 28, "attribut": [0, 1, 19, 21, 25], "attributionvisu": 16, "backprop": [11, 25], "base": [1, 3, 31], "basefeatur": 16, "baselin": 31, "batch": 16, "binaryconcretestochasticg": 2, "captum": 13, "class": [1, 21], "classifi": 3, "compar": 28, "concept": 3, "conceptinterpret": 3, "conduct": [19, 25], "datainflu": 14, "deconvolut": [4, 25], "deeplift": [5, 19, 25], "deepliftshap": [6, 19, 25], "embed": 31, "exampl": 14, "featur": [7, 8, 16, 19, 25], "fgsm": 28, "gaussianstochasticg": 9, "generalfeatur": 16, "gradcam": [12, 19], "gradient": [1, 15, 17, 19, 25], "gradientshap": [10, 19, 25], "guid": [11, 12, 25], "imagefeatur": 16, "indic": 13, "infidel": 23, "influenc": 19, "influenti": 14, "input": [15, 31], "insight": [13, 16], "integr": [17, 19, 25], "intern": 19, "interpret": [3, 31], "kernelshap": 18, "layer": [1, 19], "lime": 20, "linear": 31, "llm": 21, "llmattribut": 21, "llmattributionresult": 21, "llmgradientattribut": 21, "lrp": [19, 22], "metric": 23, "min": 28, "model": 31, "modul": 24, "neuron": [1, 25], "noisetunnel": 26, "occlus": 27, "param": 28, "permut": [8, 19], "perturb": [1, 28], "pgd": 28, "refer": [13, 31], "robust": 28, "salienc": 29, "sampl": 30, "sensit": 23, "shaplei": 30, "similarityinflu": 14, "tabl": 13, "tcav": 3, "textfeatur": 16, "token": 31, "tracincp": 14, "tracincpbas": 14, "tracincpfast": 14, "tracincpfastrandproj": 14, "util": 31, "valu": 30, "visual": 31, "x": [15, 19]}}) \ No newline at end of file +Search.setIndex({"alltitles": {"API Reference": [[13, null]], "Attack Comparator": [[28, "attack-comparator"]], "Attribution": [[0, null], [1, "attribution"]], "AttributionVisualizer": [[16, "attributionvisualizer"]], "Base Classes": [[1, null]], "BaseFeature": [[16, "basefeature"]], "Baselines": [[31, "baselines"]], "Batch": [[16, "batch"]], "BinaryConcreteStochasticGates": [[2, null]], "Captum API Reference": [[13, null]], "Classifier": [[3, "classifier"]], "Concept": [[3, "concept"]], "Concept-based Interpretability": [[3, null]], "ConceptInterpreter": [[3, "conceptinterpreter"]], "DataInfluence": [[14, "datainfluence"]], "Deconvolution": [[4, null]], "DeepLift": [[5, null]], "DeepLiftShap": [[6, null]], "FGSM": [[28, "fgsm"]], "Feature Ablation": [[7, null]], "Feature Permutation": [[8, null]], "Features": [[16, "features"]], "GaussianStochasticGates": [[9, null]], "GeneralFeature": [[16, "generalfeature"]], "GradCAM": [[19, "gradcam"]], "Gradient Attribution": [[1, "gradient-attribution"]], "GradientShap": [[10, null]], "Guided Backprop": [[11, null]], "Guided GradCAM": [[12, null]], "ImageFeature": [[16, "imagefeature"]], "Indices and Tables": [[13, "indices-and-tables"]], "Infidelity": [[23, "infidelity"]], "Influential Examples": [[14, null]], "Input X Gradient": [[15, null]], "Insights": [[16, null]], "Insights API Reference": [[13, null]], "Integrated Gradients": [[17, null]], "Internal Influence": [[19, "internal-influence"]], "Interpretable Embeddings": [[31, "interpretable-embeddings"]], "Interpretable Input": [[31, "interpretable-input"]], "KernelShap": [[18, null]], "LLM Attribution Classes": [[21, null]], "LLMAttribution": [[21, "llmattribution"]], "LLMAttributionResult": [[21, "llmattributionresult"]], "LLMGradientAttribution": [[21, "llmgradientattribution"]], "LRP": [[22, null]], "Layer Activation": [[19, "layer-activation"]], "Layer Attribution": [[1, "layer-attribution"], [19, null]], "Layer Conductance": [[19, "layer-conductance"]], "Layer DeepLift": [[19, "layer-deeplift"]], "Layer DeepLiftShap": [[19, "layer-deepliftshap"]], "Layer Feature Ablation": [[19, "layer-feature-ablation"]], "Layer Feature Permutation": [[19, "layer-feature-permutation"]], "Layer Gradient X Activation": [[19, "layer-gradient-x-activation"]], "Layer GradientShap": [[19, "layer-gradientshap"]], "Layer Integrated Gradients": [[19, "layer-integrated-gradients"]], "Layer LRP": [[19, "layer-lrp"]], "Lime": [[20, null]], "Linear Models": [[31, "linear-models"]], "Metrics": [[23, null]], "Min Param Perturbation": [[28, "min-param-perturbation"]], "Module": [[24, null]], "Neuron Attribution": [[1, "neuron-attribution"], [25, null]], "Neuron Conductance": [[25, "neuron-conductance"]], "Neuron Deconvolution": [[25, "neuron-deconvolution"]], "Neuron DeepLift": [[25, "neuron-deeplift"]], "Neuron DeepLiftShap": [[25, "neuron-deepliftshap"]], "Neuron Feature Ablation": [[25, "neuron-feature-ablation"]], "Neuron Gradient": [[25, "neuron-gradient"]], "Neuron GradientShap": [[25, "neuron-gradientshap"]], "Neuron Guided Backprop": [[25, "neuron-guided-backprop"]], "Neuron Integrated Gradients": [[25, "neuron-integrated-gradients"]], "NoiseTunnel": [[26, null]], "Occlusion": [[27, null]], "PGD": [[28, "pgd"]], "Perturbation Attribution": [[1, "perturbation-attribution"]], "Robustness": [[28, null]], "Saliency": [[29, null]], "Sensitivity": [[23, "sensitivity"]], "Shapley Value Sampling": [[30, null]], "SimilarityInfluence": [[14, "similarityinfluence"]], "TCAV": [[3, "tcav"]], "TextFeature": [[16, "textfeature"]], "Token Reference Base": [[31, "token-reference-base"]], "TracInCP": [[14, "tracincp"]], "TracInCPBase": [[14, "tracincpbase"]], "TracInCPFast": [[14, "tracincpfast"]], "TracInCPFastRandProj": [[14, "tracincpfastrandproj"]], "Utilities": [[31, null]], "Visualization": [[31, "visualization"]]}, "docnames": ["attribution", "base_classes", "binary_concrete_stg", "concept", "deconvolution", "deep_lift", "deep_lift_shap", "feature_ablation", "feature_permutation", "gaussian_stg", "gradient_shap", "guided_backprop", "guided_grad_cam", "index", "influence", "input_x_gradient", "insights", "integrated_gradients", "kernel_shap", "layer", "lime", "llm_attr", "lrp", "metrics", "module", "neuron", "noise_tunnel", "occlusion", "robust", "saliency", "shapley_value_sampling", "utilities"], "envversion": {"sphinx": 62, "sphinx.domains.c": 3, "sphinx.domains.changeset": 1, "sphinx.domains.citation": 1, "sphinx.domains.cpp": 9, "sphinx.domains.index": 1, "sphinx.domains.javascript": 3, "sphinx.domains.math": 2, "sphinx.domains.python": 4, "sphinx.domains.rst": 2, "sphinx.domains.std": 2, "sphinx.ext.intersphinx": 1, "sphinx.ext.todo": 2, "sphinx.ext.viewcode": 1}, "filenames": ["attribution.rst", "base_classes.rst", "binary_concrete_stg.rst", "concept.rst", "deconvolution.rst", "deep_lift.rst", "deep_lift_shap.rst", "feature_ablation.rst", "feature_permutation.rst", "gaussian_stg.rst", "gradient_shap.rst", "guided_backprop.rst", "guided_grad_cam.rst", "index.rst", "influence.rst", "input_x_gradient.rst", "insights.rst", "integrated_gradients.rst", "kernel_shap.rst", "layer.rst", "lime.rst", "llm_attr.rst", "lrp.rst", "metrics.rst", "module.rst", "neuron.rst", "noise_tunnel.rst", "occlusion.rst", "robust.rst", "saliency.rst", "shapley_value_sampling.rst", "utilities.rst"], "indexentries": {"add_attack() (captum.robust.attackcomparator method)": [[28, "captum.robust.AttackComparator.add_attack", false]], "attackcomparator (class in captum.robust)": [[28, "captum.robust.AttackComparator", false]], "attribute (captum.attr.attribution attribute)": [[1, "captum.attr.Attribution.attribute", false]], "attribute (captum.attr.neuronattribution attribute)": [[1, "captum.attr.NeuronAttribution.attribute", false]], "attribute() (captum.attr.deconvolution method)": [[4, "captum.attr.Deconvolution.attribute", false]], "attribute() (captum.attr.deeplift method)": [[5, "captum.attr.DeepLift.attribute", false]], "attribute() (captum.attr.deepliftshap method)": [[6, "captum.attr.DeepLiftShap.attribute", false]], "attribute() (captum.attr.featureablation method)": [[7, "captum.attr.FeatureAblation.attribute", false]], "attribute() (captum.attr.featurepermutation method)": [[8, "captum.attr.FeaturePermutation.attribute", false]], "attribute() (captum.attr.gradientshap method)": [[10, "captum.attr.GradientShap.attribute", false]], "attribute() (captum.attr.guidedbackprop method)": [[11, "captum.attr.GuidedBackprop.attribute", false]], "attribute() (captum.attr.guidedgradcam method)": [[12, "captum.attr.GuidedGradCam.attribute", false]], "attribute() (captum.attr.inputxgradient method)": [[15, "captum.attr.InputXGradient.attribute", false]], "attribute() (captum.attr.integratedgradients method)": [[17, "captum.attr.IntegratedGradients.attribute", false]], "attribute() (captum.attr.internalinfluence method)": [[19, "captum.attr.InternalInfluence.attribute", false]], "attribute() (captum.attr.kernelshap method)": [[18, "captum.attr.KernelShap.attribute", false]], "attribute() (captum.attr.layeractivation method)": [[19, "captum.attr.LayerActivation.attribute", false]], "attribute() (captum.attr.layerconductance method)": [[19, "captum.attr.LayerConductance.attribute", false]], "attribute() (captum.attr.layerdeeplift method)": [[19, "captum.attr.LayerDeepLift.attribute", false]], "attribute() (captum.attr.layerdeepliftshap method)": [[19, "captum.attr.LayerDeepLiftShap.attribute", false]], "attribute() (captum.attr.layerfeatureablation method)": [[19, "captum.attr.LayerFeatureAblation.attribute", false]], "attribute() (captum.attr.layerfeaturepermutation method)": [[19, "captum.attr.LayerFeaturePermutation.attribute", false]], "attribute() (captum.attr.layergradcam method)": [[19, "captum.attr.LayerGradCam.attribute", false]], "attribute() (captum.attr.layergradientshap method)": [[19, "captum.attr.LayerGradientShap.attribute", false]], "attribute() (captum.attr.layergradientxactivation method)": [[19, "captum.attr.LayerGradientXActivation.attribute", false]], "attribute() (captum.attr.layerintegratedgradients method)": [[19, "captum.attr.LayerIntegratedGradients.attribute", false]], "attribute() (captum.attr.layerlrp method)": [[19, "captum.attr.LayerLRP.attribute", false]], "attribute() (captum.attr.lime method)": [[20, "captum.attr.Lime.attribute", false]], "attribute() (captum.attr.limebase method)": [[20, "captum.attr.LimeBase.attribute", false]], "attribute() (captum.attr.llmattribution method)": [[21, "captum.attr.LLMAttribution.attribute", false]], "attribute() (captum.attr.llmgradientattribution method)": [[21, "captum.attr.LLMGradientAttribution.attribute", false]], "attribute() (captum.attr.lrp method)": [[22, "captum.attr.LRP.attribute", false]], "attribute() (captum.attr.neuronconductance method)": [[25, "captum.attr.NeuronConductance.attribute", false]], "attribute() (captum.attr.neurondeconvolution method)": [[25, "captum.attr.NeuronDeconvolution.attribute", false]], "attribute() (captum.attr.neurondeeplift method)": [[25, "captum.attr.NeuronDeepLift.attribute", false]], "attribute() (captum.attr.neurondeepliftshap method)": [[25, "captum.attr.NeuronDeepLiftShap.attribute", false]], "attribute() (captum.attr.neuronfeatureablation method)": [[25, "captum.attr.NeuronFeatureAblation.attribute", false]], "attribute() (captum.attr.neurongradient method)": [[25, "captum.attr.NeuronGradient.attribute", false]], "attribute() (captum.attr.neurongradientshap method)": [[25, "captum.attr.NeuronGradientShap.attribute", false]], "attribute() (captum.attr.neuronguidedbackprop method)": [[25, "captum.attr.NeuronGuidedBackprop.attribute", false]], "attribute() (captum.attr.neuronintegratedgradients method)": [[25, "captum.attr.NeuronIntegratedGradients.attribute", false]], "attribute() (captum.attr.noisetunnel method)": [[26, "captum.attr.NoiseTunnel.attribute", false]], "attribute() (captum.attr.occlusion method)": [[27, "captum.attr.Occlusion.attribute", false]], "attribute() (captum.attr.saliency method)": [[29, "captum.attr.Saliency.attribute", false]], "attribute() (captum.attr.shapleyvalues method)": [[30, "captum.attr.ShapleyValues.attribute", false]], "attribute() (captum.attr.shapleyvaluesampling method)": [[30, "captum.attr.ShapleyValueSampling.attribute", false]], "attribution (class in captum.attr)": [[1, "captum.attr.Attribution", false]], "attributionvisualizer (class in captum.insights)": [[16, "captum.insights.AttributionVisualizer", false]], "basefeature (class in captum.insights.features)": [[16, "captum.insights.features.BaseFeature", false]], "batch (class in captum.insights)": [[16, "captum.insights.Batch", false]], "binaryconcretestochasticgates (class in captum.module)": [[2, "captum.module.BinaryConcreteStochasticGates", false]], "bound (captum.robust.fgsm attribute)": [[28, "captum.robust.FGSM.bound", false]], "bound (captum.robust.pgd attribute)": [[28, "captum.robust.PGD.bound", false]], "classes() (captum.concept.classifier method)": [[3, "captum.concept.Classifier.classes", false]], "classifier (class in captum.concept)": [[3, "captum.concept.Classifier", false]], "compute_cavs() (captum.concept.tcav method)": [[3, "captum.concept.TCAV.compute_cavs", false]], "compute_convergence_delta (captum.attr.attribution attribute)": [[1, "captum.attr.Attribution.compute_convergence_delta", false]], "compute_convergence_delta() (captum.attr.gradientattribution method)": [[1, "captum.attr.GradientAttribution.compute_convergence_delta", false]], "compute_convergence_delta() (captum.attr.lrp method)": [[22, "captum.attr.LRP.compute_convergence_delta", false]], "compute_intermediate_quantities() (captum.influence.tracincp method)": [[14, "captum.influence.TracInCP.compute_intermediate_quantities", false]], "compute_intermediate_quantities() (captum.influence.tracincpfastrandproj method)": [[14, "captum.influence.TracInCPFastRandProj.compute_intermediate_quantities", false]], "concept (class in captum.concept)": [[3, "captum.concept.Concept", false]], "conceptinterpreter (class in captum.concept)": [[3, "captum.concept.ConceptInterpreter", false]], "configure_interpretable_embedding_layer() (in module captum.attr)": [[31, "captum.attr.configure_interpretable_embedding_layer", false]], "datainfluence (class in captum.influence)": [[14, "captum.influence.DataInfluence", false]], "deconvolution (class in captum.attr)": [[4, "captum.attr.Deconvolution", false]], "deeplift (class in captum.attr)": [[5, "captum.attr.DeepLift", false]], "deepliftshap (class in captum.attr)": [[6, "captum.attr.DeepLiftShap", false]], "evaluate() (captum.robust.attackcomparator method)": [[28, "captum.robust.AttackComparator.evaluate", false]], "evaluate() (captum.robust.minparamperturbation method)": [[28, "captum.robust.MinParamPerturbation.evaluate", false]], "featureablation (class in captum.attr)": [[7, "captum.attr.FeatureAblation", false]], "featurepermutation (class in captum.attr)": [[8, "captum.attr.FeaturePermutation", false]], "fgsm (class in captum.robust)": [[28, "captum.robust.FGSM", false]], "fit() (captum._utils.models.linear_model.sgdlasso method)": [[31, "captum._utils.models.linear_model.SGDLasso.fit", false]], "fit() (captum._utils.models.linear_model.sgdridge method)": [[31, "captum._utils.models.linear_model.SGDRidge.fit", false]], "fit() (captum._utils.models.linear_model.sklearnlasso method)": [[31, "captum._utils.models.linear_model.SkLearnLasso.fit", false]], "fit() (captum._utils.models.linear_model.sklearnlinearmodel method)": [[31, "captum._utils.models.linear_model.SkLearnLinearModel.fit", false]], "fit() (captum._utils.models.linear_model.sklearnlinearregression method)": [[31, "captum._utils.models.linear_model.SkLearnLinearRegression.fit", false]], "fit() (captum._utils.models.linear_model.sklearnridge method)": [[31, "captum._utils.models.linear_model.SkLearnRidge.fit", false]], "fit() (captum._utils.models.model.model method)": [[31, "captum._utils.models.model.Model.fit", false]], "format_attr() (captum.attr.interpretableinput method)": [[31, "captum.attr.InterpretableInput.format_attr", false]], "format_attr() (captum.attr.texttemplateinput method)": [[31, "captum.attr.TextTemplateInput.format_attr", false]], "format_attr() (captum.attr.texttokeninput method)": [[31, "captum.attr.TextTokenInput.format_attr", false]], "forward() (captum.attr.interpretableembeddingbase method)": [[31, "captum.attr.InterpretableEmbeddingBase.forward", false]], "forward() (captum.module.binaryconcretestochasticgates method)": [[2, "captum.module.BinaryConcreteStochasticGates.forward", false]], "forward() (captum.module.gaussianstochasticgates method)": [[9, "captum.module.GaussianStochasticGates.forward", false]], "gaussianstochasticgates (class in captum.module)": [[9, "captum.module.GaussianStochasticGates", false]], "generalfeature (class in captum.insights.features)": [[16, "captum.insights.features.GeneralFeature", false]], "generate_activation() (captum.concept.tcav method)": [[3, "captum.concept.TCAV.generate_activation", false]], "generate_activations() (captum.concept.tcav method)": [[3, "captum.concept.TCAV.generate_activations", false]], "generate_all_activations() (captum.concept.tcav method)": [[3, "captum.concept.TCAV.generate_all_activations", false]], "generate_reference() (captum.attr.tokenreferencebase method)": [[31, "captum.attr.TokenReferenceBase.generate_reference", false]], "get_exp_kernel_similarity_function() (in module captum.attr._core.lime)": [[20, "captum.attr._core.lime.get_exp_kernel_similarity_function", false]], "get_gate_active_probs() (captum.module.binaryconcretestochasticgates method)": [[2, "captum.module.BinaryConcreteStochasticGates.get_gate_active_probs", false]], "get_gate_active_probs() (captum.module.gaussianstochasticgates method)": [[9, "captum.module.GaussianStochasticGates.get_gate_active_probs", false]], "get_gate_values() (captum.module.binaryconcretestochasticgates method)": [[2, "captum.module.BinaryConcreteStochasticGates.get_gate_values", false]], "get_gate_values() (captum.module.gaussianstochasticgates method)": [[9, "captum.module.GaussianStochasticGates.get_gate_values", false]], "get_name() (captum.attr.attribution class method)": [[1, "captum.attr.Attribution.get_name", false]], "get_name() (captum.influence.datainfluence class method)": [[14, "captum.influence.DataInfluence.get_name", false]], "get_name() (captum.influence.tracincpbase class method)": [[14, "captum.influence.TracInCPBase.get_name", false]], "gradientattribution (class in captum.attr)": [[1, "captum.attr.GradientAttribution", false]], "gradientshap (class in captum.attr)": [[10, "captum.attr.GradientShap", false]], "guidedbackprop (class in captum.attr)": [[11, "captum.attr.GuidedBackprop", false]], "guidedgradcam (class in captum.attr)": [[12, "captum.attr.GuidedGradCam", false]], "has_convergence_delta() (captum.attr.attribution method)": [[1, "captum.attr.Attribution.has_convergence_delta", false]], "has_convergence_delta() (captum.attr.deeplift method)": [[5, "captum.attr.DeepLift.has_convergence_delta", false]], "has_convergence_delta() (captum.attr.gradientshap method)": [[10, "captum.attr.GradientShap.has_convergence_delta", false]], "has_convergence_delta() (captum.attr.integratedgradients method)": [[17, "captum.attr.IntegratedGradients.has_convergence_delta", false]], "has_convergence_delta() (captum.attr.layerconductance method)": [[19, "captum.attr.LayerConductance.has_convergence_delta", false]], "has_convergence_delta() (captum.attr.layergradientshap method)": [[19, "captum.attr.LayerGradientShap.has_convergence_delta", false]], "has_convergence_delta() (captum.attr.layerintegratedgradients method)": [[19, "captum.attr.LayerIntegratedGradients.has_convergence_delta", false]], "has_convergence_delta() (captum.attr.limebase method)": [[20, "captum.attr.LimeBase.has_convergence_delta", false]], "has_convergence_delta() (captum.attr.lrp method)": [[22, "captum.attr.LRP.has_convergence_delta", false]], "has_convergence_delta() (captum.attr.noisetunnel method)": [[26, "captum.attr.NoiseTunnel.has_convergence_delta", false]], "imagefeature (class in captum.insights.features)": [[16, "captum.insights.features.ImageFeature", false]], "indices_to_embeddings() (captum.attr.interpretableembeddingbase method)": [[31, "captum.attr.InterpretableEmbeddingBase.indices_to_embeddings", false]], "infidelity (class in captum.metrics)": [[23, "captum.metrics.infidelity", false]], "influence() (captum.influence.datainfluence method)": [[14, "captum.influence.DataInfluence.influence", false]], "influence() (captum.influence.similarityinfluence method)": [[14, "captum.influence.SimilarityInfluence.influence", false]], "influence() (captum.influence.tracincp method)": [[14, "captum.influence.TracInCP.influence", false]], "influence() (captum.influence.tracincpbase method)": [[14, "captum.influence.TracInCPBase.influence", false]], "influence() (captum.influence.tracincpfast method)": [[14, "captum.influence.TracInCPFast.influence", false]], "influence() (captum.influence.tracincpfastrandproj method)": [[14, "captum.influence.TracInCPFastRandProj.influence", false]], "inputxgradient (class in captum.attr)": [[15, "captum.attr.InputXGradient", false]], "integratedgradients (class in captum.attr)": [[17, "captum.attr.IntegratedGradients", false]], "internalinfluence (class in captum.attr)": [[19, "captum.attr.InternalInfluence", false]], "interpolate() (captum.attr.layerattribution static method)": [[1, "captum.attr.LayerAttribution.interpolate", false]], "interpret (captum.concept.conceptinterpreter attribute)": [[3, "captum.concept.ConceptInterpreter.interpret", false]], "interpret() (captum.concept.tcav method)": [[3, "captum.concept.TCAV.interpret", false]], "interpretableembeddingbase (class in captum.attr)": [[31, "captum.attr.InterpretableEmbeddingBase", false]], "interpretableinput (class in captum.attr)": [[31, "captum.attr.InterpretableInput", false]], "kernel_shap_perturb_generator() (captum.attr.kernelshap method)": [[18, "captum.attr.KernelShap.kernel_shap_perturb_generator", false]], "kernelshap (class in captum.attr)": [[18, "captum.attr.KernelShap", false]], "layeractivation (class in captum.attr)": [[19, "captum.attr.LayerActivation", false]], "layerattribution (class in captum.attr)": [[1, "captum.attr.LayerAttribution", false]], "layerconductance (class in captum.attr)": [[19, "captum.attr.LayerConductance", false]], "layerdeeplift (class in captum.attr)": [[19, "captum.attr.LayerDeepLift", false]], "layerdeepliftshap (class in captum.attr)": [[19, "captum.attr.LayerDeepLiftShap", false]], "layerfeatureablation (class in captum.attr)": [[19, "captum.attr.LayerFeatureAblation", false]], "layerfeaturepermutation (class in captum.attr)": [[19, "captum.attr.LayerFeaturePermutation", false]], "layergradcam (class in captum.attr)": [[19, "captum.attr.LayerGradCam", false]], "layergradientshap (class in captum.attr)": [[19, "captum.attr.LayerGradientShap", false]], "layergradientxactivation (class in captum.attr)": [[19, "captum.attr.LayerGradientXActivation", false]], "layerintegratedgradients (class in captum.attr)": [[19, "captum.attr.LayerIntegratedGradients", false]], "layerlrp (class in captum.attr)": [[19, "captum.attr.LayerLRP", false]], "lime (class in captum.attr)": [[20, "captum.attr.Lime", false]], "limebase (class in captum.attr)": [[20, "captum.attr.LimeBase", false]], "llmattribution (class in captum.attr)": [[21, "captum.attr.LLMAttribution", false]], "llmattributionresult (class in captum.attr)": [[21, "captum.attr.LLMAttributionResult", false]], "llmgradientattribution (class in captum.attr)": [[21, "captum.attr.LLMGradientAttribution", false]], "load_cavs() (captum.concept.tcav method)": [[3, "captum.concept.TCAV.load_cavs", false]], "lrp (class in captum.attr)": [[22, "captum.attr.LRP", false]], "minparamperturbation (class in captum.robust)": [[28, "captum.robust.MinParamPerturbation", false]], "model (class in captum._utils.models.model)": [[31, "captum._utils.models.model.Model", false]], "neuronattribution (class in captum.attr)": [[1, "captum.attr.NeuronAttribution", false]], "neuronconductance (class in captum.attr)": [[25, "captum.attr.NeuronConductance", false]], "neurondeconvolution (class in captum.attr)": [[25, "captum.attr.NeuronDeconvolution", false]], "neurondeeplift (class in captum.attr)": [[25, "captum.attr.NeuronDeepLift", false]], "neurondeepliftshap (class in captum.attr)": [[25, "captum.attr.NeuronDeepLiftShap", false]], "neuronfeatureablation (class in captum.attr)": [[25, "captum.attr.NeuronFeatureAblation", false]], "neurongradient (class in captum.attr)": [[25, "captum.attr.NeuronGradient", false]], "neurongradientshap (class in captum.attr)": [[25, "captum.attr.NeuronGradientShap", false]], "neuronguidedbackprop (class in captum.attr)": [[25, "captum.attr.NeuronGuidedBackprop", false]], "neuronintegratedgradients (class in captum.attr)": [[25, "captum.attr.NeuronIntegratedGradients", false]], "noisetunnel (class in captum.attr)": [[26, "captum.attr.NoiseTunnel", false]], "occlusion (class in captum.attr)": [[27, "captum.attr.Occlusion", false]], "perturb() (captum.robust.fgsm method)": [[28, "captum.robust.FGSM.perturb", false]], "perturb() (captum.robust.pgd method)": [[28, "captum.robust.PGD.perturb", false]], "perturbationattribution (class in captum.attr)": [[1, "captum.attr.PerturbationAttribution", false]], "pgd (class in captum.robust)": [[28, "captum.robust.PGD", false]], "plot_seq_attr() (captum.attr.llmattributionresult method)": [[21, "captum.attr.LLMAttributionResult.plot_seq_attr", false]], "plot_token_attr() (captum.attr.llmattributionresult method)": [[21, "captum.attr.LLMAttributionResult.plot_token_attr", false]], "productbaselines (class in captum.attr)": [[31, "captum.attr.ProductBaselines", false]], "remove_interpretable_embedding_layer() (in module captum.attr)": [[31, "captum.attr.remove_interpretable_embedding_layer", false]], "representation() (captum._utils.models.model.model method)": [[31, "captum._utils.models.model.Model.representation", false]], "reset() (captum.robust.attackcomparator method)": [[28, "captum.robust.AttackComparator.reset", false]], "saliency (class in captum.attr)": [[29, "captum.attr.Saliency", false]], "self_influence() (captum.influence.tracincp method)": [[14, "captum.influence.TracInCP.self_influence", false]], "self_influence() (captum.influence.tracincpbase method)": [[14, "captum.influence.TracInCPBase.self_influence", false]], "self_influence() (captum.influence.tracincpfast method)": [[14, "captum.influence.TracInCPFast.self_influence", false]], "self_influence() (captum.influence.tracincpfastrandproj method)": [[14, "captum.influence.TracInCPFastRandProj.self_influence", false]], "sensitivity_max (class in captum.metrics)": [[23, "captum.metrics.sensitivity_max", false]], "sgdlasso (class in captum._utils.models.linear_model)": [[31, "captum._utils.models.linear_model.SGDLasso", false]], "sgdlinearmodel (class in captum._utils.models.linear_model)": [[31, "captum._utils.models.linear_model.SGDLinearModel", false]], "sgdridge (class in captum._utils.models.linear_model)": [[31, "captum._utils.models.linear_model.SGDRidge", false]], "shapleyvalues (class in captum.attr)": [[30, "captum.attr.ShapleyValues", false]], "shapleyvaluesampling (class in captum.attr)": [[30, "captum.attr.ShapleyValueSampling", false]], "similarityinfluence (class in captum.influence)": [[14, "captum.influence.SimilarityInfluence", false]], "sklearnlasso (class in captum._utils.models.linear_model)": [[31, "captum._utils.models.linear_model.SkLearnLasso", false]], "sklearnlinearmodel (class in captum._utils.models.linear_model)": [[31, "captum._utils.models.linear_model.SkLearnLinearModel", false]], "sklearnlinearregression (class in captum._utils.models.linear_model)": [[31, "captum._utils.models.linear_model.SkLearnLinearRegression", false]], "sklearnridge (class in captum._utils.models.linear_model)": [[31, "captum._utils.models.linear_model.SkLearnRidge", false]], "summary() (captum.robust.attackcomparator method)": [[28, "captum.robust.AttackComparator.summary", false]], "tcav (class in captum.concept)": [[3, "captum.concept.TCAV", false]], "test_reduction_type (captum.influence.tracincp attribute)": [[14, "captum.influence.TracInCP.test_reduction_type", false]], "textfeature (class in captum.insights.features)": [[16, "captum.insights.features.TextFeature", false]], "texttemplateinput (class in captum.attr)": [[31, "captum.attr.TextTemplateInput", false]], "texttokeninput (class in captum.attr)": [[31, "captum.attr.TextTokenInput", false]], "to_model_input() (captum.attr.interpretableinput method)": [[31, "captum.attr.InterpretableInput.to_model_input", false]], "to_model_input() (captum.attr.texttemplateinput method)": [[31, "captum.attr.TextTemplateInput.to_model_input", false]], "to_model_input() (captum.attr.texttokeninput method)": [[31, "captum.attr.TextTokenInput.to_model_input", false]], "to_tensor() (captum.attr.interpretableinput method)": [[31, "captum.attr.InterpretableInput.to_tensor", false]], "to_tensor() (captum.attr.texttemplateinput method)": [[31, "captum.attr.TextTemplateInput.to_tensor", false]], "to_tensor() (captum.attr.texttokeninput method)": [[31, "captum.attr.TextTokenInput.to_tensor", false]], "tokenreferencebase (class in captum.attr)": [[31, "captum.attr.TokenReferenceBase", false]], "tracincp (class in captum.influence)": [[14, "captum.influence.TracInCP", false]], "tracincpbase (class in captum.influence)": [[14, "captum.influence.TracInCPBase", false]], "tracincpfast (class in captum.influence)": [[14, "captum.influence.TracInCPFast", false]], "tracincpfastrandproj (class in captum.influence)": [[14, "captum.influence.TracInCPFastRandProj", false]], "train_and_eval() (captum.concept.classifier method)": [[3, "captum.concept.Classifier.train_and_eval", false]], "visualize_image_attr() (in module captum.attr.visualization)": [[31, "captum.attr.visualization.visualize_image_attr", false]], "visualize_image_attr_multiple() (in module captum.attr.visualization)": [[31, "captum.attr.visualization.visualize_image_attr_multiple", false]], "visualize_timeseries_attr() (in module captum.attr.visualization)": [[31, "captum.attr.visualization.visualize_timeseries_attr", false]], "weights() (captum.concept.classifier method)": [[3, "captum.concept.Classifier.weights", false]], "zero_thresh (captum.robust.fgsm attribute)": [[28, "captum.robust.FGSM.zero_thresh", false]]}, "objects": {"captum._utils.models.linear_model": [[31, 0, 1, "", "SGDLasso"], [31, 0, 1, "", "SGDLinearModel"], [31, 0, 1, "", "SGDRidge"], [31, 0, 1, "", "SkLearnLasso"], [31, 0, 1, "", "SkLearnLinearModel"], [31, 0, 1, "", "SkLearnLinearRegression"], [31, 0, 1, "", "SkLearnRidge"]], "captum._utils.models.linear_model.SGDLasso": [[31, 1, 1, "", "fit"]], "captum._utils.models.linear_model.SGDRidge": [[31, 1, 1, "", "fit"]], "captum._utils.models.linear_model.SkLearnLasso": [[31, 1, 1, "", "fit"]], "captum._utils.models.linear_model.SkLearnLinearModel": [[31, 1, 1, "", "fit"]], "captum._utils.models.linear_model.SkLearnLinearRegression": [[31, 1, 1, "", "fit"]], "captum._utils.models.linear_model.SkLearnRidge": [[31, 1, 1, "", "fit"]], "captum._utils.models.model": [[31, 0, 1, "", "Model"]], "captum._utils.models.model.Model": [[31, 1, 1, "", "fit"], [31, 1, 1, "", "representation"]], "captum.attr": [[1, 0, 1, "", "Attribution"], [4, 0, 1, "", "Deconvolution"], [5, 0, 1, "", "DeepLift"], [6, 0, 1, "", "DeepLiftShap"], [7, 0, 1, "", "FeatureAblation"], [8, 0, 1, "", "FeaturePermutation"], [1, 0, 1, "", "GradientAttribution"], [10, 0, 1, "", "GradientShap"], [11, 0, 1, "", "GuidedBackprop"], [12, 0, 1, "", "GuidedGradCam"], [15, 0, 1, "", "InputXGradient"], [17, 0, 1, "", "IntegratedGradients"], [19, 0, 1, "", "InternalInfluence"], [31, 0, 1, "", "InterpretableEmbeddingBase"], [31, 0, 1, "", "InterpretableInput"], [18, 0, 1, "", "KernelShap"], [21, 0, 1, "", "LLMAttribution"], [21, 0, 1, "", "LLMAttributionResult"], [21, 0, 1, "", "LLMGradientAttribution"], [22, 0, 1, "", "LRP"], [19, 0, 1, "", "LayerActivation"], [1, 0, 1, "", "LayerAttribution"], [19, 0, 1, "", "LayerConductance"], [19, 0, 1, "", "LayerDeepLift"], [19, 0, 1, "", "LayerDeepLiftShap"], [19, 0, 1, "", "LayerFeatureAblation"], [19, 0, 1, "", "LayerFeaturePermutation"], [19, 0, 1, "", "LayerGradCam"], [19, 0, 1, "", "LayerGradientShap"], [19, 0, 1, "", "LayerGradientXActivation"], [19, 0, 1, "", "LayerIntegratedGradients"], [19, 0, 1, "", "LayerLRP"], [20, 0, 1, "", "Lime"], [20, 0, 1, "", "LimeBase"], [1, 0, 1, "", "NeuronAttribution"], [25, 0, 1, "", "NeuronConductance"], [25, 0, 1, "", "NeuronDeconvolution"], [25, 0, 1, "", "NeuronDeepLift"], [25, 0, 1, "", "NeuronDeepLiftShap"], [25, 0, 1, "", "NeuronFeatureAblation"], [25, 0, 1, "", "NeuronGradient"], [25, 0, 1, "", "NeuronGradientShap"], [25, 0, 1, "", "NeuronGuidedBackprop"], [25, 0, 1, "", "NeuronIntegratedGradients"], [26, 0, 1, "", "NoiseTunnel"], [27, 0, 1, "", "Occlusion"], [1, 0, 1, "", "PerturbationAttribution"], [31, 0, 1, "", "ProductBaselines"], [29, 0, 1, "", "Saliency"], [30, 0, 1, "", "ShapleyValueSampling"], [30, 0, 1, "", "ShapleyValues"], [31, 0, 1, "", "TextTemplateInput"], [31, 0, 1, "", "TextTokenInput"], [31, 0, 1, "", "TokenReferenceBase"], [31, 3, 1, "", "configure_interpretable_embedding_layer"], [31, 3, 1, "", "remove_interpretable_embedding_layer"]], "captum.attr.Attribution": [[1, 2, 1, "", "attribute"], [1, 2, 1, "", "compute_convergence_delta"], [1, 1, 1, "", "get_name"], [1, 1, 1, "", "has_convergence_delta"]], "captum.attr.Deconvolution": [[4, 1, 1, "", "attribute"]], "captum.attr.DeepLift": [[5, 1, 1, "", "attribute"], [5, 1, 1, "", "has_convergence_delta"]], "captum.attr.DeepLiftShap": [[6, 1, 1, "", "attribute"]], "captum.attr.FeatureAblation": [[7, 1, 1, "", "attribute"]], "captum.attr.FeaturePermutation": [[8, 1, 1, "", "attribute"]], "captum.attr.GradientAttribution": [[1, 1, 1, "", "compute_convergence_delta"]], "captum.attr.GradientShap": [[10, 1, 1, "", "attribute"], [10, 1, 1, "", "has_convergence_delta"]], "captum.attr.GuidedBackprop": [[11, 1, 1, "", "attribute"]], "captum.attr.GuidedGradCam": [[12, 1, 1, "", "attribute"]], "captum.attr.InputXGradient": [[15, 1, 1, "", "attribute"]], "captum.attr.IntegratedGradients": [[17, 1, 1, "", "attribute"], [17, 1, 1, "", "has_convergence_delta"]], "captum.attr.InternalInfluence": [[19, 1, 1, "", "attribute"]], "captum.attr.InterpretableEmbeddingBase": [[31, 1, 1, "", "forward"], [31, 1, 1, "", "indices_to_embeddings"]], "captum.attr.InterpretableInput": [[31, 1, 1, "", "format_attr"], [31, 1, 1, "", "to_model_input"], [31, 1, 1, "", "to_tensor"]], "captum.attr.KernelShap": [[18, 1, 1, "", "attribute"], [18, 1, 1, "", "kernel_shap_perturb_generator"]], "captum.attr.LLMAttribution": [[21, 1, 1, "", "attribute"]], "captum.attr.LLMAttributionResult": [[21, 1, 1, "", "plot_seq_attr"], [21, 1, 1, "", "plot_token_attr"]], "captum.attr.LLMGradientAttribution": [[21, 1, 1, "", "attribute"]], "captum.attr.LRP": [[22, 1, 1, "", "attribute"], [22, 1, 1, "", "compute_convergence_delta"], [22, 1, 1, "", "has_convergence_delta"]], "captum.attr.LayerActivation": [[19, 1, 1, "", "attribute"]], "captum.attr.LayerAttribution": [[1, 1, 1, "", "interpolate"]], "captum.attr.LayerConductance": [[19, 1, 1, "", "attribute"], [19, 1, 1, "", "has_convergence_delta"]], "captum.attr.LayerDeepLift": [[19, 1, 1, "", "attribute"]], "captum.attr.LayerDeepLiftShap": [[19, 1, 1, "", "attribute"]], "captum.attr.LayerFeatureAblation": [[19, 1, 1, "", "attribute"]], "captum.attr.LayerFeaturePermutation": [[19, 1, 1, "", "attribute"]], "captum.attr.LayerGradCam": [[19, 1, 1, "", "attribute"]], "captum.attr.LayerGradientShap": [[19, 1, 1, "", "attribute"], [19, 1, 1, "", "has_convergence_delta"]], "captum.attr.LayerGradientXActivation": [[19, 1, 1, "", "attribute"]], "captum.attr.LayerIntegratedGradients": [[19, 1, 1, "", "attribute"], [19, 1, 1, "", "has_convergence_delta"]], "captum.attr.LayerLRP": [[19, 1, 1, "", "attribute"]], "captum.attr.Lime": [[20, 1, 1, "", "attribute"]], "captum.attr.LimeBase": [[20, 1, 1, "", "attribute"], [20, 1, 1, "", "has_convergence_delta"]], "captum.attr.NeuronAttribution": [[1, 2, 1, "", "attribute"]], "captum.attr.NeuronConductance": [[25, 1, 1, "", "attribute"]], "captum.attr.NeuronDeconvolution": [[25, 1, 1, "", "attribute"]], "captum.attr.NeuronDeepLift": [[25, 1, 1, "", "attribute"]], "captum.attr.NeuronDeepLiftShap": [[25, 1, 1, "", "attribute"]], "captum.attr.NeuronFeatureAblation": [[25, 1, 1, "", "attribute"]], "captum.attr.NeuronGradient": [[25, 1, 1, "", "attribute"]], "captum.attr.NeuronGradientShap": [[25, 1, 1, "", "attribute"]], "captum.attr.NeuronGuidedBackprop": [[25, 1, 1, "", "attribute"]], "captum.attr.NeuronIntegratedGradients": [[25, 1, 1, "", "attribute"]], "captum.attr.NoiseTunnel": [[26, 1, 1, "", "attribute"], [26, 1, 1, "", "has_convergence_delta"]], "captum.attr.Occlusion": [[27, 1, 1, "", "attribute"]], "captum.attr.Saliency": [[29, 1, 1, "", "attribute"]], "captum.attr.ShapleyValueSampling": [[30, 1, 1, "", "attribute"]], "captum.attr.ShapleyValues": [[30, 1, 1, "", "attribute"]], "captum.attr.TextTemplateInput": [[31, 1, 1, "", "format_attr"], [31, 1, 1, "", "to_model_input"], [31, 1, 1, "", "to_tensor"]], "captum.attr.TextTokenInput": [[31, 1, 1, "", "format_attr"], [31, 1, 1, "", "to_model_input"], [31, 1, 1, "", "to_tensor"]], "captum.attr.TokenReferenceBase": [[31, 1, 1, "", "generate_reference"]], "captum.attr._core.lime": [[20, 3, 1, "", "get_exp_kernel_similarity_function"]], "captum.attr.visualization": [[31, 3, 1, "", "visualize_image_attr"], [31, 3, 1, "", "visualize_image_attr_multiple"], [31, 3, 1, "", "visualize_timeseries_attr"]], "captum.concept": [[3, 0, 1, "", "Classifier"], [3, 0, 1, "", "Concept"], [3, 0, 1, "", "ConceptInterpreter"], [3, 0, 1, "", "TCAV"]], "captum.concept.Classifier": [[3, 1, 1, "", "classes"], [3, 1, 1, "", "train_and_eval"], [3, 1, 1, "", "weights"]], "captum.concept.ConceptInterpreter": [[3, 2, 1, "", "interpret"]], "captum.concept.TCAV": [[3, 1, 1, "", "compute_cavs"], [3, 1, 1, "", "generate_activation"], [3, 1, 1, "", "generate_activations"], [3, 1, 1, "", "generate_all_activations"], [3, 1, 1, "", "interpret"], [3, 1, 1, "", "load_cavs"]], "captum.influence": [[14, 0, 1, "", "DataInfluence"], [14, 0, 1, "", "SimilarityInfluence"], [14, 0, 1, "", "TracInCP"], [14, 0, 1, "", "TracInCPBase"], [14, 0, 1, "", "TracInCPFast"], [14, 0, 1, "", "TracInCPFastRandProj"]], "captum.influence.DataInfluence": [[14, 1, 1, "", "get_name"], [14, 1, 1, "", "influence"]], "captum.influence.SimilarityInfluence": [[14, 1, 1, "", "influence"]], "captum.influence.TracInCP": [[14, 1, 1, "", "compute_intermediate_quantities"], [14, 1, 1, "", "influence"], [14, 1, 1, "", "self_influence"], [14, 2, 1, "", "test_reduction_type"]], "captum.influence.TracInCPBase": [[14, 1, 1, "", "get_name"], [14, 1, 1, "", "influence"], [14, 1, 1, "", "self_influence"]], "captum.influence.TracInCPFast": [[14, 1, 1, "", "influence"], [14, 1, 1, "", "self_influence"]], "captum.influence.TracInCPFastRandProj": [[14, 1, 1, "", "compute_intermediate_quantities"], [14, 1, 1, "", "influence"], [14, 1, 1, "", "self_influence"]], "captum.insights": [[16, 0, 1, "", "AttributionVisualizer"], [16, 0, 1, "", "Batch"]], "captum.insights.features": [[16, 0, 1, "", "BaseFeature"], [16, 0, 1, "", "GeneralFeature"], [16, 0, 1, "", "ImageFeature"], [16, 0, 1, "", "TextFeature"]], "captum.metrics": [[23, 0, 1, "", "infidelity"], [23, 0, 1, "", "sensitivity_max"]], "captum.module": [[2, 0, 1, "", "BinaryConcreteStochasticGates"], [9, 0, 1, "", "GaussianStochasticGates"]], "captum.module.BinaryConcreteStochasticGates": [[2, 1, 1, "", "forward"], [2, 1, 1, "", "get_gate_active_probs"], [2, 1, 1, "", "get_gate_values"]], "captum.module.GaussianStochasticGates": [[9, 1, 1, "", "forward"], [9, 1, 1, "", "get_gate_active_probs"], [9, 1, 1, "", "get_gate_values"]], "captum.robust": [[28, 0, 1, "", "AttackComparator"], [28, 0, 1, "", "FGSM"], [28, 0, 1, "", "MinParamPerturbation"], [28, 0, 1, "", "PGD"]], "captum.robust.AttackComparator": [[28, 1, 1, "", "add_attack"], [28, 1, 1, "", "evaluate"], [28, 1, 1, "", "reset"], [28, 1, 1, "", "summary"]], "captum.robust.FGSM": [[28, 2, 1, "", "bound"], [28, 1, 1, "", "perturb"], [28, 2, 1, "", "zero_thresh"]], "captum.robust.MinParamPerturbation": [[28, 1, 1, "", "evaluate"]], "captum.robust.PGD": [[28, 2, 1, "", "bound"], [28, 1, 1, "", "perturb"]]}, "objnames": {"0": ["py", "class", "Python class"], "1": ["py", "method", "Python method"], "2": ["py", "attribute", "Python attribute"], "3": ["py", "function", "Python function"]}, "objtypes": {"0": "py:class", "1": "py:method", "2": "py:attribute", "3": "py:function"}, "terms": {"": [1, 2, 3, 5, 6, 7, 8, 9, 10, 12, 14, 16, 17, 18, 19, 20, 22, 23, 25, 26, 28, 30, 31], "0": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 17, 18, 19, 20, 22, 23, 25, 26, 27, 28, 29, 30, 31], "003": 23, "01": [2, 3, 9, 20, 28], "011": [19, 22], "0130140": [19, 22], "01312": 2, "01365": [17, 19, 25], "01713": 15, "02": 23, "02391": [12, 19], "02685": [5, 19, 25], "03292": 26, "03307": 26, "03788": 19, "03825": 26, "04247": 9, "04938": 20, "06083": 28, "06104": [5, 6, 10, 17, 19, 23, 25], "07874": 18, "08049": 23, "08484": 14, "09392": 23, "09946": 19, "1": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31], "10": [4, 5, 8, 14, 19, 22, 23, 25, 26], "1000": 3, "1007": [4, 25], "1016": [19, 22], "10758": 26, "108": 19, "11": 25, "11279": 3, "12233": [19, 25], "1311": [4, 25, 27], "1312": 29, "1371": [19, 22], "14": 14, "1412": [11, 25, 28], "15": 14, "16": [7, 8, 14, 18, 20, 25, 30], "1602": 20, "1605": 15, "1610": [12, 19], "1703": [17, 19, 25], "1704": [5, 19, 25], "1705": 18, "1706": [26, 28], "1711": [3, 5, 6, 10, 17, 19, 23, 25], "1712": 2, "1802": 19, "1805": [19, 25], "1806": [23, 26], "1807": 19, "1810": [9, 26], "1901": 23, "1d": [1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 22, 23, 25, 27, 28, 29, 30], "1e": [2, 3, 5], "1st": 31, "2": [1, 2, 3, 4, 5, 6, 7, 8, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 22, 23, 25, 26, 27, 28, 29, 30, 31], "20": [10, 19, 25], "200": [18, 20, 30], "2002": 14, "2017": [19, 22], "2293": 3, "23": [20, 31], "25": [18, 20, 21, 30], "255": [28, 31], "2901": [4, 25, 27], "2d": [1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 14, 15, 17, 18, 19, 20, 22, 23, 25, 27, 28, 29, 30], "2x2": [7, 8, 18, 20, 25, 30], "2x3x3x32": [15, 29], "3": [2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 22, 23, 25, 26, 27, 29, 30, 31], "31": 25, "319": [4, 25], "3194": 3, "32": [4, 5, 6, 10, 11, 12, 15, 17, 19, 22, 23, 25, 26, 29], "3387": 3, "3437": 3, "36": 19, "3600": 3, "3800": 3, "3d": [1, 12], "3x3": 27, "3x3x32x32": [10, 19, 22, 25], "4": [7, 8, 15, 18, 19, 20, 25, 27, 30], "4200": 3, "4252": 23, "46466": [4, 25], "4_8": [4, 25], "4d": [1, 12], "5": [2, 9, 10, 14, 19, 20, 22, 25, 26, 28, 31], "50": [17, 18, 19, 20, 25], "5800": 3, "5d": [1, 12], "6": 31, "6034": 29, "604084": 30, "6200": 3, "6400": 3, "6563": 3, "6572": 28, "6613": 3, "6806": [3, 11, 25], "7": [30, 31], "7062": [6, 19, 25], "7707": 3, "7715": 30, "8": [2, 31], "8003": 23, "978": [4, 25], "A": [1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 22, 23, 25, 27, 28, 29, 30, 31], "As": [2, 5, 9, 14, 19, 25], "But": 31, "By": [7, 8, 14, 19, 23, 25, 27, 28, 30], "For": [1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 22, 23, 25, 26, 27, 28, 29, 30, 31], "If": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31], "In": [1, 3, 5, 6, 7, 10, 14, 17, 18, 19, 20, 23, 25, 26, 27, 28, 30, 31], "It": [1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31], "Its": 31, "NOT": [14, 25], "Not": 26, "On": 23, "One": [16, 20], "Such": [23, 31], "That": [14, 19], "The": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31], "Then": [2, 9, 14], "There": [14, 31], "These": [1, 4, 5, 6, 7, 8, 11, 12, 14, 15, 16, 17, 18, 19, 20, 22, 23, 25, 27, 28, 29, 30], "To": [2, 9, 14, 17, 19, 22, 25, 27, 31], "With": [7, 8, 18, 19, 20, 25, 26, 30], "_": [23, 31], "__class__": 28, "__init__": [3, 14], "__name__": 28, "_construct_model_param": 31, "_core": 20, "_get_k_most_influenti": 14, "_influenc": 14, "_inspect_forward": 21, "_load_flexible_state_dict": 14, "_permute_featur": 8, "_self_influ": 14, "_util": [20, 31], "aaai": 23, "ab": [2, 3, 4, 5, 6, 9, 10, 11, 12, 14, 15, 17, 18, 19, 20, 23, 25, 26, 27, 28, 29], "ablat": [0, 8, 13, 18, 20, 23, 27, 30], "about": [3, 6, 16, 19, 23, 25, 26, 29, 31], "abov": [1, 14, 17, 18, 19, 20, 23], "absenc": 31, "absolut": [14, 29, 31], "absolute_valu": 31, "absorb": 22, "abstract": [3, 14, 31], "acc": 3, "accept": [8, 14, 21, 23], "access": [3, 5, 14, 19, 20, 25, 31], "accord": 31, "accordingli": 1, "accur": 14, "accuraci": [3, 14], "accuracy_metr": 28, "across": [1, 3, 6, 7, 8, 12, 18, 19, 20, 25, 26, 28, 30], "activ": [1, 2, 3, 5, 9, 13, 14, 22, 25], "activation_dir": 14, "actual": [14, 23, 31], "ad": [10, 12, 18, 19, 20, 25, 26, 28, 30, 31], "adapt": 31, "add": [2, 9, 10, 14, 19, 25, 26, 28, 30], "add_attack": 28, "addit": [1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 22, 23, 25, 26, 27, 28, 29, 30, 31], "additional_arg": [16, 28], "additional_attack_arg_nam": 28, "additional_forward_arg": [1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 14, 15, 17, 18, 19, 20, 22, 23, 25, 26, 27, 28, 29, 30], "additon": 1, "address": 31, "adher": 14, "adject": 3, "adjust": 5, "adopt": [2, 9], "advanc": [7, 8, 14, 18, 20, 27, 30], "adversari": [23, 28], "after": [10, 14, 19, 20, 25, 28, 30, 31], "aggreg": [1, 3, 7, 14, 25, 28], "aggregt": 28, "aka": [1, 3, 4, 5, 6, 7, 8, 10, 11, 15, 17, 19, 20, 22, 23, 25, 26, 27, 29, 30, 31], "al": [5, 19, 22, 25], "algorithm": [1, 3, 4, 5, 6, 8, 10, 11, 17, 19, 20, 22, 23, 25, 26, 31], "algorthm": 21, "align": [1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 15, 16, 17, 18, 19, 20, 22, 23, 25, 26, 27, 28, 29, 30, 31], "all": [1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31], "allign": 12, "allow": [1, 2, 3, 7, 8, 9, 12, 14, 18, 19, 20, 23, 25, 27, 28, 30, 31], "almost": 8, "alogrithm": 1, "along": [10, 17, 18, 19, 20, 25], "alpha": [3, 20, 28, 31], "alpha_overlai": 31, "alpha_sc": 31, "alreadi": [3, 14, 23, 31], "also": [1, 2, 3, 5, 6, 9, 10, 12, 14, 17, 18, 19, 20, 21, 23, 25, 26, 31], "altern": [7, 8, 18, 19, 20, 25, 30], "although": [5, 6, 19, 25], "alwai": [1, 4, 5, 6, 10, 11, 14, 15, 17, 19, 22, 23, 25, 26, 27, 29, 31], "among": [1, 7, 8, 17, 18, 19, 20, 25, 27, 28, 30], "amount": 25, "an": [1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 22, 23, 25, 26, 27, 28, 29, 30, 31], "analysi": 14, "ancona": [5, 19, 22, 25], "angl": 28, "ani": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31], "annoynearestneighbor": 14, "anoth": [6, 19, 25], "anyth": 31, "api": [3, 20, 31], "app": [16, 30], "appendix": 14, "appli": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 22, 23, 25, 26, 27, 28, 29, 30, 31], "applic": [12, 19, 22, 25, 31], "apply_before_preproc": 28, "approach": [3, 6, 7, 8, 10, 15, 17, 18, 19, 20, 23, 25, 27, 29, 30, 31], "appropri": [1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 15, 17, 18, 19, 20, 22, 23, 25, 26, 27, 29, 30, 31], "approxim": [1, 2, 5, 6, 10, 14, 17, 19, 20, 22, 23, 25, 26], "ar": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31], "arbitrari": [1, 4, 5, 6, 7, 8, 10, 11, 12, 15, 16, 17, 18, 19, 20, 22, 23, 25, 27, 28, 29, 30, 31], "area": [1, 12], "aren": [3, 14, 23], "arg": 1, "arg_max": 28, "arg_min": 28, "arg_nam": 28, "arg_step": 28, "argmax": 28, "argument": [1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31], "arithmet": 26, "around": [20, 28], "arrai": 31, "articl": [23, 30], "arxiv": [2, 3, 4, 5, 6, 9, 10, 11, 12, 14, 15, 17, 18, 19, 20, 23, 25, 26, 27, 28, 29], "assign": [5, 6, 7, 8, 17, 18, 19, 20, 25, 30, 31], "associ": [3, 14], "assum": [1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 22, 23, 25, 26, 27, 29, 30, 31], "assumpt": [10, 14, 19, 25, 31], "attack": [13, 23], "attack_kwarg": 28, "attack_metr": 28, "attackcompar": 28, "attempt": 28, "attr": [1, 4, 5, 6, 7, 8, 10, 11, 12, 15, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 29, 30, 31], "attr_coef": 20, "attr_dim_summ": 19, "attr_method": 21, "attr_target": 21, "attribibut": 21, "attribut": [3, 4, 5, 6, 7, 8, 10, 11, 12, 13, 14, 15, 16, 17, 18, 20, 22, 23, 26, 27, 28, 29, 30, 31], "attribute_to_layer_input": [3, 12, 19, 25], "attribute_to_neuron_input": 25, "attribution_method": 26, "attributionvisu": 13, "augment": 28, "author": [10, 19, 25], "autograd": [14, 19], "av": 3, "av_src": 14, "av_test": 14, "avail": [7, 8, 14, 17, 18, 19, 20, 21, 25, 27, 28, 30, 31], "avanti": [5, 19, 25], "averag": [6, 19, 21, 25, 26, 27, 28, 30, 31], "avoid": [5, 26], "axi": [21, 31], "axiom": 1, "axiomat": [17, 19], "back": [2, 9, 14, 30, 31], "backprop": [0, 12, 13, 23], "backpropag": [11, 12, 25], "backward": [17, 19, 22, 25], "ball": [23, 28], "base": [5, 6, 7, 8, 10, 12, 13, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 30], "basefeatur": 13, "baselin": [5, 6, 7, 8, 10, 13, 15, 16, 17, 18, 19, 20, 23, 25, 26, 27, 29, 30], "baseline_error": 8, "baseline_transform": 16, "baseline_valu": 31, "batch": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 17, 18, 19, 20, 23, 25, 26, 27, 28, 29, 30, 31], "batch_label": 8, "batch_result": 28, "batch_siz": [14, 23, 25], "batch_size_1": 14, "batch_size_2": 14, "batch_size_i": 14, "batch_size_j": 14, "bb1070691455d1fcfc6346ff458dbca77b2c": 30, "bceloss": 14, "becaus": [14, 18, 20], "been": [14, 23], "befor": [1, 16, 23, 28], "begin": 14, "behavior": [8, 14, 28], "being": [5, 6, 10, 14, 17, 19, 20, 23, 25, 31], "below": [3, 14, 19, 28, 30, 31], "benefit": 14, "bernoulli": [2, 9], "besid": 1, "best": [14, 28, 31], "beta": 23, "better": [5, 19, 25], "between": [2, 3, 5, 6, 8, 10, 14, 17, 19, 20, 22, 23, 25, 31], "beyond": [2, 9], "bia": 31, "bicub": [1, 12], "bilinear": [1, 12], "binari": [2, 18, 20, 23, 28, 31], "binaryconcretestochasticg": [13, 24], "bit": 5, "black": [20, 31], "blend": 31, "blended_heat_map": 31, "blob": 27, "block": [5, 19, 25], "blog": [5, 19, 25], "blue": 31, "book": 8, "bool": [1, 2, 3, 5, 6, 7, 8, 9, 10, 12, 14, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31], "boolean": 28, "border": 28, "both": [1, 2, 5, 10, 14, 17, 19, 20, 22, 26, 28, 31], "bound": [2, 28], "boundari": [2, 3, 9], "box": 27, "breakdown": 19, "bright": 31, "broadcast": [2, 5, 7, 8, 9, 17, 18, 19, 20, 23, 25, 27, 30], "broken": 31, "build": [5, 19, 25], "built": [5, 19, 25], "c": [3, 14, 16, 31], "calcul": [5, 6, 7, 8, 10, 14, 17, 18, 19, 20, 21, 22, 25, 28, 30], "call": [1, 3, 5, 6, 7, 8, 10, 14, 16, 17, 18, 19, 20, 21, 23, 25, 27, 28, 30, 31], "callabl": [1, 3, 5, 6, 7, 8, 10, 14, 15, 16, 17, 18, 19, 20, 23, 25, 27, 28, 29, 30, 31], "can": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 22, 23, 25, 26, 27, 28, 29, 30, 31], "cannot": [5, 8, 12, 19, 25, 31], "capit": 1, "captum": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31], "carlo": 23, "cartesian": 31, "case": [1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31], "categori": 16, "caus": [27, 28], "cav": 3, "cc": [6, 19, 23, 25], "center": 28, "certain": [1, 2, 9, 14, 31], "chang": [5, 7, 8, 14, 19, 23, 25, 28, 30], "channel": [1, 19, 31], "channel_label": 31, "channels_last": 31, "chapter": [4, 25], "charact": 1, "check": [3, 14], "checkpoint": 14, "checkpoints_load_func": 14, "chihkuanyeh": 23, "child": [1, 7, 8, 16, 20, 31], "choic": 31, "choos": [10, 14, 17, 18, 19, 25, 30], "chosen": [12, 14, 19, 22, 26, 28, 31], "christophm": 8, "chunk": [17, 19, 25], "clamp": [2, 9], "class": [2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 22, 23, 25, 26, 27, 28, 29, 30, 31], "classes_": 3, "classif": [1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 15, 16, 17, 18, 19, 20, 22, 23, 25, 27, 28, 29, 30], "classifi": [13, 16, 20, 31], "classifier_kwarg": 3, "classmethod": [1, 14], "cleaner": 5, "clip": 28, "clip_r": 28, "close": [1, 6, 10, 19], "cmap": 31, "coef_": 3, "coeffici": [18, 20], "collect": 28, "color": 31, "colorbar": 31, "colored_graph": 31, "colorjitt": 28, "colormap": 31, "column": 25, "com": [4, 19, 23, 25, 27, 30], "combin": [3, 14, 26], "combinatori": [2, 9], "come": 31, "command": 31, "common": [1, 16, 31], "commonli": [1, 21, 31], "compar": [5, 6, 13, 14, 19, 22, 23, 25], "complet": [1, 17, 19, 22, 23, 31], "complex": [6, 19, 25], "complic": 31, "compon": [18, 20], "composit": [6, 10, 19, 25], "comput": [1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31], "computation": [14, 23, 26, 30], "compute_cav": 3, "compute_convergence_delta": [0, 1, 5, 10, 17, 19, 20, 22, 26], "compute_intermediate_quant": 14, "concaten": [14, 20, 31], "concept": [13, 30, 31], "concept_id": 3, "concept_it": 3, "concept_lay": 3, "concept_nam": 3, "concept_object": 3, "concept_path": 3, "conceptinterpret": 13, "concepts_path": 3, "conceret": 2, "concret": [2, 9], "conduct": [13, 26], "configur": [3, 14, 21], "configure_interpretable_embedding_lay": [16, 31], "connect": 14, "conserv": 22, "consid": [5, 7, 14, 18, 19, 20, 31], "consist": [20, 31], "constant": 23, "constraint": 14, "construct": [7, 8, 14, 16, 18, 19, 20, 25, 28, 30, 31], "constructor": [3, 12, 19, 20, 23, 31], "consum": 31, "contain": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 22, 23, 25, 26, 27, 28, 29, 30, 31], "context": 3, "contigu": 27, "continu": [2, 9, 23], "contribut": 14, "control": [2, 31], "conv1": [19, 25], "conv2d": [12, 14, 19, 22, 25], "conv4": [12, 19, 25], "convei": [3, 20], "convent": 21, "converg": [1, 5, 6, 10, 17, 19, 20, 22, 26, 31], "convers": 31, "convert": [16, 20, 31], "convolut": [1, 12, 19], "cooper": 30, "copi": 14, "core": 1, "corner": 27, "correct": [1, 5, 10, 14, 16, 17, 19, 20, 22, 26, 28], "correct_fn": 28, "correct_fn_kwarg": 28, "correl": 23, "correspond": [1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 22, 23, 25, 26, 27, 28, 29, 30, 31], "cosin": 20, "cosine_similar": 14, "could": [3, 8, 14, 16, 20, 23, 25, 31], "cover": 27, "creat": [1, 3, 7, 8, 14, 18, 19, 20, 21, 25, 26, 30, 31], "crucial": 14, "cuda": [5, 19, 25], "curr_sampl": 20, "current": [5, 10, 12, 14, 16, 19, 25, 26, 31], "custom": [3, 5, 6, 8, 16, 19, 20, 22, 23, 25, 28, 31], "custom_attribution_func": [5, 6, 19, 25], "customclassifi": 3, "cut": 27, "d": [14, 16, 27], "data": [3, 14, 16, 17, 19, 21, 23, 25, 26, 31], "data_it": 3, "datainflu": 13, "dataload": [3, 14, 20, 28, 31], "dataparallel": [1, 7, 8, 12, 17, 18, 19, 20, 25, 27, 28, 30], "dataset": [3, 5, 14, 16, 19, 25, 31], "dataset_to_dataload": 3, "decid": [3, 19], "decis": 31, "decompos": [19, 22], "decomposit": [19, 22], "deconv": 4, "deconvolut": [0, 13, 23], "decor": 23, "deep": [5, 19, 25], "deepexplain": 27, "deeplift": [0, 6, 13, 23, 31], "deepliftshap": [0, 13], "def": [3, 20, 23, 28], "default": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31], "default_model_id": 3, "default_perturb_func": 23, "defin": [1, 3, 5, 6, 7, 8, 10, 14, 15, 16, 17, 18, 19, 20, 22, 23, 25, 27, 28, 29, 30, 31], "definit": [3, 23], "degre": 2, "delta": [1, 5, 6, 10, 17, 19, 20, 22, 25, 26, 31], "denot": 28, "dens": 16, "depend": [1, 4, 5, 6, 12, 14, 19, 25, 26, 31], "dependen": 31, "depress": 31, "depth": 5, "deriv": [1, 5, 10, 17, 19, 20, 22, 23, 26], "descend": 31, "descent": 28, "describ": [3, 5, 6, 7, 14, 17, 18, 19, 20, 23, 27, 31], "descript": [8, 14, 30], "design": [12, 19], "desir": [1, 8, 14, 23, 25, 28, 31], "detach": 3, "detail": [2, 4, 5, 6, 9, 10, 11, 12, 14, 17, 19, 20, 22, 23, 25, 26, 27, 28, 29, 30], "determin": [2, 9, 14, 18, 20, 28], "determinist": 28, "deviat": [9, 10, 19, 25, 26], "devic": [1, 7, 8, 12, 17, 18, 19, 20, 25, 27, 28, 30, 31], "device_id": [1, 12, 19, 25], "dict": [3, 8, 14, 19, 21, 28, 31], "dictionai": 3, "dictionari": [3, 28], "differ": [1, 3, 5, 6, 7, 8, 10, 14, 16, 17, 18, 19, 20, 21, 22, 23, 25, 27, 30, 31], "differenti": [2, 9, 31], "dim": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 15, 17, 18, 19, 20, 22, 23, 25, 27, 28, 29, 30], "dimens": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 22, 23, 25, 26, 27, 28, 29, 30, 31], "dimension": [1, 3, 10, 14, 19, 20, 23, 26, 28], "direct": 27, "directli": [2, 7, 8, 9, 14, 16, 18, 20, 21, 28, 31], "directori": [3, 14], "displai": [7, 8, 14, 18, 20, 27, 30, 31], "distanc": [20, 28], "distance_mod": 20, "distribut": [2, 6, 9, 10, 18, 19, 25, 26], "divid": [2, 9, 17, 19, 23, 25], "dl": [5, 6, 19, 25, 31], "do": [1, 8, 14, 21, 23, 31], "do_sampl": 21, "doc": 3, "document": [14, 23, 31], "documentclassifi": 31, "doe": [2, 7, 9, 12, 14, 31], "doesn": 31, "doi": [19, 22], "done": [7, 8, 14, 18, 19, 20, 23, 25, 30], "dot": [3, 14, 23], "draw": [10, 19, 25, 26], "draw_baseline_from_distrib": 26, "dsp": [19, 22], "dtic": 30, "du": 23, "due": [14, 19], "dure": [3, 5, 19, 22], "e": [2, 7, 8, 9, 12, 14, 16, 18, 19, 20, 23, 25, 26, 27, 28, 30, 31], "each": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31], "easier": 23, "effect": [6, 10, 19, 25], "effici": [14, 18, 23], "either": [1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 22, 23, 25, 27, 28, 29, 30, 31], "element": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 17, 18, 19, 20, 22, 23, 25, 26, 27, 28, 29, 30, 31], "els": [3, 28], "embed": [13, 14, 16], "embedding_layer_nam": 31, "embedding_tensor": 31, "empti": [3, 12, 27], "emptri": 31, "enabl": [3, 14], "encapsul": 31, "encod": 3, "encourag": 31, "end": [1, 31], "end_point": 1, "enforc": [1, 7, 16, 30], "ensur": [4, 11, 12, 14, 25, 27, 31], "entir": [7, 8, 14, 19, 20, 25, 27, 30, 31], "entri": 19, "environ": 26, "ep": [2, 5], "epsilon": [22, 23, 28], "equal": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 17, 18, 19, 20, 22, 23, 25, 27, 28, 29, 30, 31], "equidist": 31, "equival": [8, 18, 19, 25], "error": [1, 5, 8, 10, 14, 17, 19, 20, 22, 23, 26], "error_metr": 8, "essenti": [4, 25], "estim": [7, 8, 14, 18, 20, 23, 27, 30], "et": [5, 19, 22, 25], "etc": 31, "euclidean": 20, "evalu": [3, 7, 8, 17, 18, 19, 20, 25, 27, 28, 30], "everi": [14, 31], "ex": 3, "exact": 30, "exactli": [5, 7, 14, 16, 17, 18, 19, 20, 23, 25, 27, 30], "exampl": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 15, 16, 17, 18, 19, 20, 22, 23, 25, 26, 27, 28, 29, 30, 31], "exce": 23, "except": 19, "execut": [26, 31], "exp": 20, "expand": [5, 14, 19, 23, 25], "expect": [2, 9, 10, 14, 16, 19, 20, 23, 25, 31], "expected_output": 20, "expens": 26, "experiment": [3, 14, 31], "experimental_set": 3, "experiments_set": 3, "explain": [18, 20, 23, 31], "explan": [6, 10, 19, 23, 25], "explanation_func": 23, "explicitli": [2, 9], "exponenti": 20, "expos": [3, 20], "extend": [1, 3, 5, 6, 16, 19, 25, 30], "extent": 23, "extern": 28, "extra": [3, 21], "extract": 3, "f": [1, 3, 14, 23], "factor": [5, 6, 10, 17, 19, 23, 25], "factori": 31, "fallback": [7, 8, 14, 18, 20, 27, 30], "fals": [3, 5, 6, 7, 8, 10, 12, 14, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31], "fast": [14, 28], "faster": [5, 19, 25], "feasibl": 30, "featur": [0, 1, 2, 3, 4, 5, 6, 9, 10, 11, 13, 14, 15, 17, 18, 20, 22, 23, 26, 27, 28, 29, 30, 31], "feature_mask": [7, 8, 18, 20, 25, 30], "feature_perm": 8, "featureabl": [0, 7, 8, 19, 21], "featurepermut": [0, 8, 19], "feed": 31, "feel": 31, "fgsm": 13, "fidel": 23, "fig_siz": 31, "figur": [21, 31], "file": 3, "filepath": 14, "final": [3, 5, 6, 10, 14, 16, 17, 19, 23, 25, 27, 31], "final_fc_lay": 14, "find": 14, "finish": 31, "first": [1, 3, 5, 6, 7, 8, 10, 14, 16, 17, 18, 19, 20, 23, 25, 26, 27, 28, 30, 31], "fit": [3, 14, 20, 31], "fix": [7, 9, 14, 23], "flag": [3, 5, 6, 14, 19, 23, 25], "flatten": [14, 20], "flexibl": 19, "float": [1, 2, 3, 5, 9, 10, 19, 20, 23, 25, 26, 28, 31], "fold": [2, 9], "follow": [1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31], "fool": 28, "forc": 14, "force_train": 3, "form": [1, 3, 14, 21, 22, 25, 31], "format": [3, 16, 20, 23, 31], "format_attr": 31, "former": 19, "formul": [5, 19, 25, 28], "forum": [19, 22], "forward": [1, 2, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 22, 23, 24, 25, 27, 28, 29, 30, 31], "forward_fn": [7, 8, 18, 19, 20, 25, 27, 28, 30], "forward_func": [1, 7, 8, 10, 14, 15, 16, 17, 18, 19, 20, 23, 25, 26, 27, 28, 29, 30], "found": [2, 4, 5, 6, 8, 9, 10, 11, 12, 14, 17, 18, 19, 20, 22, 23, 25, 26, 27, 28, 29, 30], "frac": 23, "fragil": 23, "framework": [18, 20], "friendli": 3, "fro": 23, "from": [1, 3, 6, 10, 12, 14, 16, 17, 18, 19, 20, 23, 25, 26, 28, 30, 31], "from_interp_rep_transform": 20, "frontend": 16, "full": [7, 8, 18, 20, 21, 28, 30], "full_nam": 31, "fulli": 14, "fulltext": 30, "function": [1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 27, 28, 29, 30, 31], "furthemor": 14, "furthermor": 14, "futur": [5, 14, 19, 25, 30], "g": [2, 7, 8, 9, 12, 14, 16, 18, 19, 20, 25, 26, 27, 28, 30, 31], "game": 30, "gate": [2, 9], "gate_valu": [2, 9], "gated_input": [2, 9], "gauss": [17, 19], "gaussian": [2, 9, 10, 19, 20, 25, 26], "gaussian_nois": 28, "gaussianstochasticg": [13, 24], "gausslegendr": [17, 19, 25], "gbp": 11, "gen_arg": 21, "gener": [1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31], "generalfeatur": 13, "generate_activ": 3, "generate_all_activ": 3, "generate_refer": 31, "get": [2, 9, 14, 31], "get_active_prob": [2, 9], "get_exp_kernel_similarity_funct": [0, 20], "get_gate_active_prob": [2, 9, 24], "get_gate_valu": [2, 9, 24], "get_nam": [1, 14], "get_tensor_from_filenam": 3, "github": [8, 19, 23, 25, 27], "give": 14, "given": [1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31], "global": [5, 6, 10, 17, 19, 23, 25], "grad": 19, "grad_kwarg": [19, 25], "grad_requir": 14, "gradcam": [0, 13, 23], "gradient": [0, 2, 3, 4, 5, 6, 7, 9, 10, 11, 12, 13, 14, 21, 22, 23, 26, 28, 29, 31], "gradient_shap": 10, "gradientattribut": 1, "gradientexplain": [19, 25], "gradientshap": [0, 13], "graph": [19, 31], "green": 31, "grei": 27, "greyscal": [16, 31], "grid": 31, "group": [2, 7, 8, 9, 18, 19, 20, 22, 25, 28, 30, 31], "grow": 7, "gru": [5, 19, 25], "guarante": [5, 6, 19, 28, 31], "guid": [0, 13, 23], "guided_gc": 12, "guidedbackprop": [0, 11], "guidedgradcam": [0, 12], "h": [14, 31], "h_x": 31, "ha": [3, 7, 8, 12, 14, 16, 18, 19, 20, 22, 23, 25, 30, 31], "happen": 3, "happi": 3, "hard": [2, 9], "has_convergence_delta": [0, 1, 5, 10, 17, 19, 20, 22, 26], "have": [1, 2, 5, 6, 7, 8, 9, 10, 12, 14, 18, 19, 20, 22, 23, 25, 26, 28, 30, 31], "he": 31, "heat": 31, "heat_map": 31, "heatmap": 31, "help": [2, 3, 9, 21, 26, 28], "helper": 23, "here": [1, 5, 6, 8, 10, 11, 12, 14, 16, 17, 18, 19, 22, 23, 25, 26, 30, 31], "hidden": [19, 25, 31], "high": [1, 23], "highest": 14, "hood": [19, 23], "hook": 19, "how": [5, 19, 20, 23, 25, 31], "howev": [14, 22, 23, 26, 31], "html": [3, 8], "http": [2, 3, 4, 5, 6, 8, 9, 10, 11, 12, 14, 15, 17, 18, 19, 20, 22, 23, 25, 26, 27, 28, 29, 30], "huggingfac": 21, "human": 3, "hyperplan": 3, "hyperrectangl": 27, "i": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31], "id": [1, 3, 5, 12, 19, 22, 25, 31], "idea": 23, "identifi": [3, 14, 25, 28], "ig": [17, 23, 26, 31], "ignor": [7, 8, 14], "illustr": 3, "imag": [3, 4, 5, 6, 7, 10, 11, 12, 15, 16, 17, 18, 19, 20, 22, 23, 25, 26, 28, 29, 30, 31], "imageclassifi": [4, 5, 6, 10, 11, 12, 15, 17, 19, 22, 23, 25, 26, 29, 31], "imagefeatur": 13, "imagenet": 3, "implement": [1, 3, 5, 10, 14, 16, 19, 20, 22, 23, 25, 27, 30, 31], "implementaion": 1, "import": [1, 2, 3, 5, 7, 8, 9, 17, 19, 20, 23, 25, 30], "improv": [2, 14], "inception4c": 3, "inception4d": 3, "includ": [1, 2, 4, 5, 6, 7, 8, 11, 12, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31], "incorrect": 28, "increas": [7, 14, 28], "incur": 14, "independ": [6, 7, 8, 10, 18, 19, 20, 25, 30, 31], "index": [1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 22, 23, 25, 26, 27, 28, 29, 30, 31], "indic": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 22, 23, 25, 26, 27, 29, 30, 31], "indices_to_embed": 31, "individu": [18, 20, 23, 25, 27, 31], "ineffici": 14, "inf": [23, 28], "infer": 16, "infid": 23, "infidel": 13, "infidelity_perturb_func_decor": 23, "infin": 23, "influenc": [13, 14], "influence_scor": 14, "influence_src_dataset": 14, "influenti": 13, "inform": [1, 3, 5, 8, 10, 16, 17, 18, 19, 20, 22, 26, 31], "inher": 23, "inherit": [14, 31], "initi": [14, 19, 22, 28, 31], "inner": 14, "inp": [21, 28], "input": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30], "input_emb": 31, "input_indic": 31, "input_s": 14, "input_tensor": [2, 9], "input_token": 21, "input_transform": 16, "input_x_gradi": 15, "inputs_id": 14, "inputxgradi": [0, 15], "insert": 1, "insid": [6, 10, 19, 25], "inspir": [19, 22], "instal": 31, "instanc": [1, 3, 4, 5, 6, 11, 12, 14, 16, 19, 21, 23, 25, 26, 28, 31], "instead": [14, 19], "int": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31], "integ": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 15, 17, 18, 19, 20, 22, 23, 25, 27, 28, 29, 30, 31], "integr": [0, 1, 3, 5, 10, 13, 18, 20, 23, 26, 31], "integratedgradi": [0, 1, 16, 17, 23, 26, 31], "intemedi": 25, "intens": [14, 30], "intepret": 20, "interact": 14, "interest": 21, "interfac": [20, 21, 31], "intermedi": [1, 12, 14, 19, 25], "intermediate_quant": 14, "intermedit": 25, "intern": [3, 5, 7, 12, 13, 14, 17, 18, 20, 23, 25, 27, 30, 31], "internal_batch_s": [17, 19, 25], "internalinflu": 19, "interp": [18, 20], "interpol": [1, 12, 19], "interpolate_dim": 1, "interpolate_mod": [1, 12], "interpreat": [18, 20], "interpret": [1, 6, 7, 8, 10, 13, 15, 16, 17, 18, 19, 20, 23, 25, 27, 29, 30], "interpretable_emb": 31, "interpretable_input": 20, "interpretable_model": 20, "interpretableembeddingbas": [16, 31], "interpretableinput": [21, 31], "interpretal": [18, 20], "interv": 28, "inth": 31, "introduc": 31, "intuit": 14, "invari": 23, "involv": [7, 14, 19, 22, 25, 27, 30], "io": 8, "isn": [5, 6, 10, 17, 19, 23, 25], "issu": 5, "iter": [3, 14, 16, 27, 28, 31], "itp_attr": 31, "itp_tensor": 31, "its": [1, 2, 14, 16, 19, 20, 22, 23, 28, 30, 31], "itself": [1, 12, 19, 25, 28], "j": [14, 16, 19, 22], "jacobian": 14, "jitter": 28, "join": 3, "journal": [19, 22], "just": [14, 19, 23], "k": [14, 18, 31], "keep": 5, "kei": [14, 28, 31], "kernel": [18, 20, 26], "kernel_shap_perturb_gener": [0, 18], "kernel_width": 20, "kernelshap": [0, 13, 21], "keyword": [19, 20, 21, 28, 31], "kind": [14, 31], "kmostinfluentialresult": 14, "know": [5, 19, 25], "known": [5, 6, 10, 17, 19, 23, 25], "kwarg": [3, 7, 8, 14, 18, 20, 21, 23, 26, 28, 31], "l": [14, 23, 28], "l0": [2, 9], "l0_reg": [2, 9], "l1": [19, 31], "l2": [19, 20, 28, 31], "l2_dist": 20, "l3": 19, "l401": 27, "l_p": 23, "label": [3, 14, 16, 28, 31], "languag": [3, 21, 31], "larg": [5, 14, 19, 21, 25], "larger": [2, 3, 6, 9, 10, 19, 25], "lasso": [20, 31], "last": [12, 14, 19, 31], "later": [5, 12, 19, 25], "latter": [14, 19, 23], "layer": [3, 5, 12, 13, 14, 22, 25, 31], "layer_act": 19, "layer_attr_baselin": 19, "layer_attr_input": 19, "layer_attr_method": 3, "layer_attribut": 1, "layer_baselin": 19, "layer_cond": 19, "layer_ga": 19, "layer_gc": 19, "layer_grad_shap": 19, "layer_int_inf": 19, "layer_lrp": 19, "layer_mask": 19, "layer_nam": [3, 14], "layeractiv": 19, "layerattribut": [1, 3, 19], "layerconduct": 19, "layerdeeplift": [5, 19, 25], "layerdeepliftshap": [19, 25], "layerfeatureabl": 19, "layerfeaturepermut": 19, "layergradcam": [12, 19], "layergradientshap": 19, "layergradientxactiv": [3, 19], "layerintegratedgradi": 19, "layerlrp": 19, "lazi": 3, "lead": [14, 23, 28, 30], "learn": [2, 3, 5, 9, 14, 19, 25, 31], "least": [5, 6, 17, 19, 23, 25, 27, 28], "left": 14, "legendr": [17, 19], "len": 3, "length": [1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 22, 23, 25, 26, 27, 28, 29, 30, 31], "less": [1, 14, 25, 27], "let": [14, 31], "lig": 19, "like": [18, 31], "lime": [0, 13, 18, 21], "lime_attr": 20, "limebas": [0, 20], "limit": [5, 14, 19, 25], "line": [17, 19, 31], "linear": [1, 3, 5, 6, 10, 12, 13, 14, 16, 19, 20, 25, 28], "linear1": 19, "linear2": 25, "linear_model": [3, 20, 31], "linearli": 2, "linearmodel": 31, "linearregress": 31, "linearsvc": 31, "linewidth": 31, "linf": 28, "link": [4, 19, 25], "lipschitz": 23, "list": [1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 22, 23, 25, 26, 27, 28, 29, 30, 31], "literatur": [1, 5, 6, 10, 17, 19, 25], "llm": 13, "llmattribut": [13, 31], "llmattributionresult": 13, "llmgradientattribut": 13, "lm": 3, "load": [3, 14], "load_cav": 3, "load_input_from_disk": 14, "load_src_from_disk": 14, "local": [5, 6, 10, 17, 19, 23, 25], "locat": [3, 27], "log": [21, 28], "log_prob": 21, "logic": [1, 5, 6, 19, 20, 23, 25], "logit": [8, 14], "long": [14, 25], "loop": 14, "loss": [2, 9, 14, 18, 20, 28, 31], "loss_fn": 14, "loss_func": 28, "lower": [2, 14, 28, 31], "lower_bound": [2, 28], "lowest": 14, "lrp": [0, 13], "lstm": [5, 19, 25], "m": 18, "made": 14, "magnitud": [3, 23], "magnitude_scor": 3, "mai": [1, 3, 5, 7, 8, 10, 14, 16, 17, 19, 20, 22, 23, 25, 26, 27, 30, 31], "main": [8, 28], "mainli": 31, "maintain": 28, "make": [10, 14, 19, 25, 31], "mani": [14, 23], "manner": [3, 14], "map": [3, 14, 23, 28, 29, 31], "marco": [5, 19, 25], "marcoancona": 27, "mask": [2, 7, 8, 9, 18, 19, 20, 25, 28, 30, 31], "masked_imag": 31, "master": 27, "match": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 22, 23, 25, 27, 28, 29, 30, 31], "math": 14, "mathbb": 23, "matplotlib": [21, 31], "matric": 14, "matrix": [3, 14, 23], "max": [14, 23, 28], "max_examples_per_batch": 23, "max_it": 3, "max_length": 21, "maximum": [7, 8, 18, 19, 20, 23, 25, 27, 28, 30], "mean": [2, 3, 5, 6, 9, 10, 14, 17, 19, 22, 23, 25, 26, 28, 31], "meaning": [8, 12, 23], "measur": [7, 23, 25, 28, 30], "mechan": [19, 22], "memori": [3, 14, 26, 31], "method": [1, 3, 5, 6, 8, 10, 12, 14, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 30, 31], "metric": [8, 13, 14, 28], "metricresulttyp": 28, "mil": 30, "min": [13, 14], "min_pert": 28, "min_std": 28, "minim": 28, "minimum": [28, 31], "minparamperturb": 28, "misclassif": 28, "misclassifi": 28, "ml": 8, "mock": [2, 9], "mock_input": [2, 9], "modal": 16, "mode": [1, 3, 7, 12, 14, 20, 23, 28, 31], "model": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30], "model_id": [3, 14], "model_input": 31, "model_metr": 28, "model_out": [2, 9, 28], "modif": [1, 7, 8, 10, 15, 17, 18, 19, 20, 22, 23, 25, 27, 28, 29, 30, 31], "modifi": 28, "modul": [1, 2, 3, 4, 5, 6, 9, 11, 12, 13, 14, 16, 19, 22, 25, 28, 31], "moduleormodulelist": 19, "mont": 23, "more": [2, 3, 4, 5, 6, 8, 9, 10, 11, 12, 14, 16, 17, 18, 19, 20, 23, 25, 26, 27, 28, 29, 30, 31], "most": [1, 5, 6, 7, 8, 14, 16, 17, 18, 19, 20, 23, 25, 27, 28, 30], "mu_i": 23, "much": 14, "multi": 3, "multimod": 16, "multipl": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 22, 23, 25, 26, 27, 28, 29, 30, 31], "multipli": [5, 6, 10, 14, 15, 17, 19, 22, 23, 25, 31], "multiply_by_input": [5, 6, 10, 17, 19, 25], "multiprocess": 3, "multipy_by_input": 23, "multupl": 1, "must": [1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 22, 23, 25, 26, 27, 28, 29, 30, 31], "my": 23, "my_perturb_func": 23, "mytcav": 3, "n": [14, 16, 20, 23, 30, 31], "n_gate": [2, 9], "n_param": [2, 9], "n_perturb_sampl": 23, "n_sampl": [10, 18, 19, 20, 25, 30], "n_step": [3, 10, 17, 18, 19, 20, 25], "n_tree": 14, "nabla_": 14, "nabla_i": 14, "naiv": 14, "name": [1, 3, 14, 16, 28, 31], "namedtupl": 14, "nativ": 14, "natur": [3, 14], "nchw": 16, "nd": [10, 19, 25], "ndarrai": 31, "nearest": [1, 12, 14], "nearest_neighbor": 14, "nearestneighbor": 14, "necessari": [1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 27, 28, 29, 30, 31], "necessarili": 14, "need": [2, 3, 8, 14, 19, 22, 23, 25, 28, 31], "neg": [4, 11, 12, 16, 19, 25, 28, 31], "neglig": 31, "neighbor": [14, 28], "net": [4, 5, 6, 7, 8, 10, 11, 12, 15, 17, 18, 19, 20, 22, 23, 25, 26, 27, 29, 30, 31], "network": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 22, 23, 25, 27, 29, 30], "neural": [2, 5, 9, 12, 19, 23, 25], "neuron": [5, 13, 16, 19, 22], "neuron_cond": 25, "neuron_deconv": 25, "neuron_gb": 25, "neuron_grad_shap": 25, "neuron_ig": 25, "neuron_ind": 25, "neuron_selector": [1, 25], "neuronattribut": [1, 25], "neuronconduct": [19, 25], "neurondeconvolut": 25, "neurondeeplift": [5, 25], "neurondeepliftshap": 25, "neuronfeatureabl": 25, "neurongradi": 25, "neurongradientshap": 25, "neuronguidedbackprop": 25, "neuronintegratedgradi": 25, "neutral": 31, "new": [21, 30, 31], "newer": 31, "nip": [6, 19, 23, 25], "nn": [1, 3, 4, 5, 6, 11, 12, 14, 16, 19, 25, 28, 31], "node": 31, "nois": [2, 9, 10, 19, 20, 23, 25, 26], "noised_imag": 28, "noisetunnel": [10, 13, 19, 25], "noisi": [10, 19], "non": [1, 2, 4, 5, 6, 7, 8, 9, 11, 12, 15, 16, 17, 18, 19, 20, 22, 23, 25, 27, 28, 29, 30], "none": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31], "nonetheless": [5, 19, 25], "norm": [2, 9, 20, 23, 28], "norm_ord": 23, "normal": [16, 18, 22, 23, 28, 31], "notat": 14, "note": [4, 5, 6, 7, 8, 10, 11, 12, 14, 15, 17, 18, 19, 20, 22, 23, 25, 27, 29, 30, 31], "notion": 23, "now": [14, 31], "np": 23, "nt": 26, "nt_sampl": 26, "nt_samples_batch_s": 26, "nt_type": 26, "nuc": 23, "num_attempt": 28, "num_devic": [7, 8, 17, 18, 19, 20, 25, 27, 28, 30], "num_dropout": 28, "num_featur": [7, 8, 25, 30], "num_group": 19, "num_interp_featur": [18, 20], "num_sampl": 20, "num_trial": 21, "number": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31], "numer": [2, 3, 5, 31], "numpi": [3, 31], "nx10": [4, 5, 6, 10, 11, 12, 15, 17, 19, 22, 23, 25, 26, 29, 31], "nx12x32x32": [19, 25], "nx12x3x3": [19, 25], "nx1x8x8": 19, "nx3": [7, 8, 18, 19, 20, 25, 27, 30], "nx3x32x32": [4, 5, 6, 10, 11, 12, 15, 17, 19, 22, 23, 25, 26, 29, 31], "nx4x4": [7, 8, 18, 19, 20, 25, 27, 30], "nx50x8x8": [12, 19], "o": 3, "object": [1, 3, 14, 16, 20, 25, 31], "obtain": [14, 16, 18, 19, 22, 23], "occlud": 27, "occlus": [0, 7, 8, 13, 18, 20, 30], "occur": 12, "off": [2, 9, 20, 27], "offer": 14, "offici": 23, "often": [1, 16, 19, 20, 31], "oj": 23, "onc": [14, 20], "one": [1, 3, 5, 6, 7, 8, 10, 14, 16, 17, 18, 19, 20, 22, 23, 25, 27, 28, 30, 31], "ones": [5, 18, 19, 25, 28], "onli": [1, 3, 4, 5, 6, 8, 11, 12, 14, 16, 18, 19, 20, 21, 22, 23, 25, 26, 28, 30, 31], "onto": 31, "openreview": [5, 19, 22, 25], "oper": [4, 11, 12, 19, 25, 31], "oppon": 14, "oppos": 14, "optim": [2, 5, 9, 14, 19, 25, 31], "option": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31], "order": [1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 22, 23, 25, 27, 28, 29, 30, 31], "org": [2, 3, 4, 5, 6, 9, 10, 11, 12, 14, 15, 17, 18, 19, 20, 22, 23, 25, 26, 27, 28, 29, 30], "orient": 31, "orig_imag": 31, "origin": [2, 8, 9, 10, 11, 12, 16, 17, 18, 19, 20, 21, 22, 23, 25, 27, 28, 31], "original_imag": 31, "original_inp": [18, 20], "original_input": 20, "orthogon": 3, "other": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 22, 23, 25, 27, 28, 29, 30, 31], "otherwis": [3, 5, 6, 7, 8, 12, 14, 17, 18, 19, 20, 25, 27, 28, 29, 30], "our": [14, 31], "out": [3, 14, 23, 26, 28], "outer": 14, "outer_loop_by_checkpoint": 14, "outlier": 31, "outlier_perc": 31, "outout": 19, "output": [1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 27, 28, 29, 30], "output_dim": [1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 15, 17, 18, 19, 20, 22, 23, 25, 27, 28, 29, 30], "output_token": 21, "outsid": [14, 31], "over": [3, 14, 19, 21, 28, 30, 31], "overal": [6, 19, 25], "overhead": [14, 31], "overlai": 31, "overlaid": 31, "overlap": 30, "overlay_combin": 31, "overlay_individu": 31, "overrid": [1, 5, 10, 17, 19, 20, 22, 26, 31], "overridden": [4, 11, 12, 25], "overwritten": 28, "p": 18, "packag": 23, "pad": [16, 31], "page": [13, 14], "pair": [3, 6, 14, 19, 25, 31], "pairwis": 14, "panel": 31, "paper": [2, 3, 4, 5, 6, 9, 10, 11, 12, 14, 17, 18, 19, 20, 22, 23, 25, 26, 27, 28, 29, 30, 31], "parallel": 3, "param": 13, "param_v": 28, "paramet": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31], "parametr": 28, "paramter": 28, "part": [2, 9], "particular": [1, 3, 14, 19, 25, 28], "pass": [1, 3, 7, 8, 14, 16, 17, 18, 19, 20, 21, 23, 25, 26, 27, 28, 30, 31], "patch": 27, "path": [3, 10, 14, 17, 18, 19, 20, 25], "pdf": [5, 6, 14, 19, 23, 25, 30], "penal": [2, 9], "per": [1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 14, 15, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30], "percentag": [28, 31], "perform": [3, 4, 5, 8, 11, 12, 14, 19, 23, 25, 28, 31], "perm_feature_import": 8, "perm_func": 8, "permut": [0, 13, 30], "permuted_batch": 8, "persist": 14, "perturb": [7, 8, 13, 18, 19, 20, 21, 23, 25, 26, 27, 30, 31], "perturb1": 23, "perturb2": 23, "perturb_fn": 23, "perturb_func": [20, 23], "perturb_interpretable_spac": 20, "perturb_radiu": 23, "perturbationattribut": 1, "perturbations_per_ev": [7, 8, 18, 19, 20, 25, 27, 28, 30], "perturbed_input": [20, 23, 28], "perturbed_input1": 23, "perturbed_input2": 23, "perturbed_inputn": 23, "perturbed_interpretable_input": 20, "perturbed_tensor": 31, "perturbn": 23, "pgd": 13, "phi": 23, "photo": 16, "php": 23, "phrase": 31, "pick": 31, "pii": 30, "pil": 28, "pixel": [20, 28, 31], "pkl": 3, "place": [6, 14, 19, 31], "plan": [5, 19, 25, 30], "pleas": [3, 10, 14, 19, 20, 23, 25, 31], "plot": [21, 31], "plot_seq_attr": 21, "plot_token_attr": 21, "plt": 31, "plt_fig_axi": 31, "point": [1, 10, 17, 19, 20, 23, 25, 31], "pone": [19, 22], "posit": [12, 16, 19, 31], "possibl": [5, 12, 14, 19, 25, 30, 31], "postprocess": 16, "potenti": [14, 16], "practic": [2, 9, 14, 31], "pre": [3, 22, 28, 31], "preced": 31, "precomput": [1, 22, 31], "pred": 3, "predefin": 20, "predict": [3, 6, 10, 14, 18, 19, 20, 22, 23, 25, 28, 31], "predictor": 23, "prefer": [5, 19, 23, 25], "preproc": 28, "preproc_fn": 28, "preprocess": [14, 28], "presenc": 31, "present": [2, 3, 9, 21], "previou": [14, 23, 28], "primari": [10, 19, 25], "primarili": 23, "print": [19, 22], "prior": [14, 16], "pristin": 31, "privat": 14, "pro": 14, "prob": [2, 9, 21], "probabl": [2, 4, 5, 6, 7, 8, 9, 10, 11, 12, 15, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 29, 30, 31], "problem": [2, 9], "procedur": 19, "process": [3, 7, 8, 14, 17, 18, 19, 20, 23, 25, 26, 27, 28, 30], "produc": [14, 19, 21], "product": [3, 12, 14, 19, 23, 31], "productbaselin": 31, "progress": [7, 8, 14, 18, 20, 27, 30], "project": [14, 28], "projection_dim": 14, "prompt": 21, "prone": 23, "proof": 18, "propag": [4, 5, 14, 19, 22, 25], "propagationrul": [19, 22], "properli": 14, "properti": [1, 5, 6, 10, 14, 17, 19, 21, 22, 23], "propon": 14, "propos": [5, 19, 25], "provid": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31], "proxi": [1, 5, 10, 17, 19, 20, 22, 26], "prune": [2, 9], "pseudocod": 8, "public": [14, 19, 22], "purpos": 14, "py": 27, "pyplot": 31, "pyplot_kwarg": 31, "python": [1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 15, 16, 17, 18, 19, 20, 22, 23, 25, 27, 28, 29, 30, 31], "pytorch": [1, 3, 4, 5, 6, 11, 12, 14, 16, 19, 20, 25, 28, 31], "quadratur": [17, 19], "qualifi": 14, "qualiti": [5, 19, 25], "quantifi": 1, "quantiti": 14, "quickli": 14, "r": [3, 14, 28], "radiu": [23, 28], "randn": [2, 4, 5, 6, 7, 8, 9, 10, 11, 12, 15, 17, 18, 19, 20, 22, 23, 25, 26, 27, 29, 30], "randn_lik": [20, 28], "random": [3, 7, 8, 10, 14, 15, 18, 19, 20, 23, 25, 26, 27, 28, 29, 30], "random_data_it": 3, "random_rot": 28, "random_start": 28, "randomli": [10, 18, 19, 25, 26], "randomrot": 28, "rang": [2, 7, 8, 9, 18, 19, 20, 23, 25, 27, 28, 30, 31], "rate": 14, "rather": [7, 25, 30], "ratio": 23, "raw": [2, 9, 16, 28, 31], "reach": 28, "read": 23, "readabl": [1, 14], "real": 23, "reason": [14, 22, 23], "recommend": [6, 10, 12, 18, 19, 20, 25, 28], "reconstruct": [1, 12, 19, 25], "rectangular": 27, "rectif": [2, 9], "red": 31, "reduc": [14, 26], "reduct": [2, 9, 14], "refer": [4, 5, 6, 7, 10, 11, 12, 17, 18, 19, 20, 23, 25, 27, 30], "reference_token_idx": 31, "reg": [2, 9], "reg_reduct": [2, 9], "reg_weight": [2, 9], "regard": [4, 11, 12, 14, 17, 18, 19, 20, 25, 27, 30], "regardless": [3, 14, 20], "regener": 14, "region": [7, 25, 27, 30], "regress": 31, "regular": [2, 9, 18, 31], "relax": 2, "releas": [5, 19, 25], "relev": [1, 16, 19, 22], "reli": 14, "relu": [4, 11, 12, 19, 22, 25], "relu_attribut": 19, "remain": [1, 5, 6, 7, 8, 10, 17, 18, 19, 20, 23, 25, 27, 30, 31], "remov": [14, 31], "remove_interpretable_embedding_lay": 31, "reparameter": [2, 9], "repeat": [10, 17, 18, 19, 20, 23, 25, 28, 30], "replac": [7, 18, 19, 20, 25, 27, 30, 31], "repres": [2, 3, 9, 10, 14, 19, 20, 22, 23, 25, 26, 28, 31], "represent": [3, 14, 18, 20, 31], "requir": [1, 2, 3, 4, 5, 6, 7, 8, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 22, 23, 25, 27, 28, 29, 30, 31], "requires_grad": [4, 5, 6, 10, 11, 12, 15, 17, 19, 23, 25, 26, 29], "rescal": [2, 5, 6, 9, 19, 25], "resembl": 3, "reset": 28, "resnet18": 28, "resp": 14, "respect": [4, 5, 6, 7, 8, 10, 11, 12, 14, 15, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31], "respons": [1, 3, 21], "rest": 31, "restor": 14, "restrict": 14, "result": [1, 3, 6, 7, 8, 12, 14, 19, 20, 21, 25, 28, 30, 31], "retabl": [18, 20], "retain": 20, "retrain": 20, "retriev": 14, "return": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31], "return_convergence_delta": [5, 6, 10, 17, 19, 22, 26], "return_input_shap": [18, 20], "reus": 20, "revealcancel": [5, 19, 25], "rewrit": 14, "rgb": 16, "ridg": [20, 31], "riemann": [17, 19], "riemann_left": [17, 19, 25], "riemann_middl": [17, 19, 25], "riemann_right": [17, 19, 25], "riemann_trapezoid": [17, 19, 25], "right": [14, 31], "rnn": [5, 19, 25], "robust": [13, 23], "root": 14, "rotat": 28, "row": [14, 19], "rule": [5, 6, 17, 19, 22, 25], "run": [3, 5, 14, 19, 21, 25, 28], "s0305054808000804": 30, "salienc": [0, 13, 23, 26], "saliency_evalu": 23, "same": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31], "sampl": [0, 1, 2, 5, 6, 7, 8, 9, 10, 13, 14, 16, 18, 19, 20, 23, 25, 26, 27, 28, 31], "sample_wise_grad_per_batch": 14, "sample_wise_grads_per_batch": 14, "sampler": 3, "satisfi": 14, "save": [3, 14], "save_path": 3, "scalar": [1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 22, 23, 25, 27, 29, 30], "scale": [10, 19, 23, 25, 31], "scatter": 31, "scienc": 30, "sciencedirect": 30, "score": [1, 3, 4, 5, 6, 10, 11, 14, 16, 17, 19, 20, 22, 23, 25], "score_func": 16, "scriptmodul": 31, "seamlessli": 31, "search": [13, 28], "second": [1, 6, 10, 14, 16, 19, 23, 25, 31], "see": [3, 14, 16, 30, 31], "seed": 14, "seek": 14, "seen": 31, "segment": [7, 20, 25, 30, 31], "segmentat": 31, "select": [2, 9, 10, 18, 19, 20, 23, 25, 28], "selector": 25, "self": [3, 14, 23, 31], "self_influ": 14, "self_influence_scor": 14, "semanticscholar": 30, "sen": [3, 23], "send": 31, "sens": [10, 19, 25], "sensit": [3, 5, 6, 10, 13, 17, 19, 25], "sensitivi": 23, "sensitivity_max": 23, "sentenc": 16, "separ": [2, 3, 5, 7, 8, 9, 14, 18, 19, 20, 25, 30, 31], "seq_attr": 21, "sequenc": [19, 21, 31], "sequence_length": 31, "sequenti": [3, 16, 17, 19, 22, 23, 25], "serv": [1, 5, 10, 17, 19, 20, 22, 23, 26, 31], "set": [3, 5, 6, 7, 8, 10, 12, 14, 17, 18, 19, 20, 22, 23, 25, 28, 29, 30, 31], "setup": 14, "sever": 14, "sgd": [20, 31], "sgd_train_linear_model": 31, "sgdclassifi": 3, "sgdlasso": 31, "sgdlinearmodel": 31, "sgdridg": 31, "shap": [6, 10, 18, 19, 25], "shape": [1, 2, 9, 10, 12, 14, 18, 19, 20, 23, 25, 27, 28, 31], "shaplei": [0, 13, 18], "shapleyvalu": [0, 21, 30], "shapleyvaluesampl": [0, 21, 30], "share": [2, 9, 31], "shift": 27, "should": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 22, 23, 25, 26, 27, 28, 29, 30, 31], "show": [14, 19, 21, 25, 31], "show_colorbar": 31, "show_progress": [7, 8, 14, 18, 20, 27, 30], "shown": [19, 23], "shrikumar": [5, 19, 25], "shuffl": 8, "side": 31, "sigmoid": [2, 5, 9, 19, 25], "sign": [3, 4, 19, 25, 28, 29, 31], "sign_count": 3, "sign_count_scor": 3, "signatur": [5, 6, 19, 20, 25, 28], "signifi": 8, "signific": 5, "significantli": [5, 19, 25], "sim": 23, "similar": [5, 14, 18, 19, 20, 23, 25, 28, 31], "similarity_direct": 14, "similarity_fn": 20, "similarity_func": 20, "similarity_kernel": 20, "similarity_metr": 14, "similarityinflu": 13, "similarli": 14, "simpl": [7, 8, 14, 18, 19, 20, 27, 30], "simpleclassifi": [7, 8, 18, 19, 20, 25, 27, 30], "simpler": 20, "simpli": [4, 8, 14, 20, 25, 30, 31], "simplifi": 31, "simultan": [7, 8, 18, 19, 20, 25, 30], "sinc": [1, 7, 14, 18, 19, 20, 23, 25, 28, 30, 31], "singl": [1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 22, 23, 25, 26, 27, 28, 29, 30, 31], "singleton": 1, "situat": 26, "size": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 22, 23, 25, 26, 27, 28, 29, 30, 31], "skeleton": 14, "skip": 31, "skip_token": 31, "sklearn": [3, 20, 31], "sklearn_modul": 31, "sklearnlasso": [20, 31], "sklearnlinearmodel": [20, 31], "sklearnlinearregress": 31, "sklearnridg": 31, "slayer_attribut": 1, "slice": [23, 25], "slide": 27, "sliding_window_shap": 27, "slight": 31, "slightli": [23, 31], "slundberg": [19, 25], "small": [18, 20, 30], "smaller": [2, 9, 20, 27], "smooth": [2, 9, 26], "smoothgrad": [10, 19, 25, 26], "smoothgrad_sq": 26, "so": [2, 4, 7, 8, 9, 11, 14, 17, 18, 19, 20, 23, 25, 27, 28, 30, 31], "softmax": 16, "solut": [2, 9], "some": [3, 10, 14, 19, 20, 23, 25, 26, 28, 31], "someth": 31, "sometim": [1, 23], "sourc": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31], "space": [1, 18, 20, 23], "spars": [16, 31], "spatial": [12, 19], "special": [14, 31], "specif": [1, 3, 5, 6, 8, 14, 16, 19, 20, 23, 25, 28, 31], "specifi": [3, 14, 16, 20, 22, 25, 28, 31], "spectrum": 31, "split": [3, 7, 8, 17, 18, 19, 20, 25, 27, 28, 30], "springer": [4, 25], "squar": [7, 8, 14, 18, 20, 23, 25, 26, 30], "stabil": [2, 22], "stabl": 3, "standard": [9, 10, 14, 19, 25, 26, 28], "start": [1, 6, 10, 17, 19, 25], "start_point": 1, "stat": 3, "state": [1, 14, 31], "static": 1, "statist": [3, 31], "std": [9, 28], "stdev": [10, 19, 25, 26, 28], "step": [16, 17, 19, 25, 27, 28], "step_num": 28, "step_siz": 28, "stg": [2, 9], "still": [3, 14, 18, 20, 30], "stochast": [2, 9], "storag": 3, "store": [3, 14, 28], "str": [1, 2, 3, 9, 12, 14, 16, 17, 19, 20, 21, 23, 25, 26, 28, 31], "straight": [17, 19], "stretch": 2, "stride": 27, "string": [1, 14, 16, 23, 28, 31], "stripe": 3, "striped_data_it": 3, "structur": [3, 14, 19], "style": 21, "sub": [1, 16, 23], "subclass": 14, "subdirectori": 14, "subplot": 31, "subsequ": 14, "subset": [19, 23], "subtract": 31, "success": 28, "suffic": 25, "suffici": 14, "suffix": 28, "suitabl": 16, "sum": [1, 2, 3, 5, 6, 9, 10, 14, 17, 19, 22, 23, 25], "summar": 28, "summari": [14, 28], "super": 20, "superpixel": [18, 20], "supervis": 31, "suppli": 31, "support": [5, 12, 16, 19, 21, 25, 26, 28, 31], "suppos": [14, 31], "sure": 31, "surrog": [2, 9, 18, 20], "sv": 30, "svm": 31, "sy21r9jaw": [5, 19, 22, 25], "symbol": 23, "t": [3, 5, 6, 10, 14, 17, 19, 23, 25, 28, 31], "take": [1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 14, 15, 17, 18, 19, 20, 22, 23, 25, 26, 27, 28, 29, 30, 31], "taken": [7, 8, 16, 22, 25, 30], "tanh": [5, 19, 25], "target": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31], "targettyp": 28, "task": 31, "tcav": 13, "techniqu": 23, "temperatur": 2, "templat": 31, "tensor": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31], "tensorflow": 27, "tensorflowkeraspytorch": [19, 25], "tensorortupleoftensorsgener": 22, "term": [2, 9, 14, 18], "test": [3, 14, 23, 28, 30, 31], "test_loss_fn": 14, "test_reduction_typ": 14, "test_split_ratio": 3, "text": [3, 16, 21, 28, 31], "text_inp": 31, "textfeatur": 13, "texttemplateinput": 31, "texttokeninput": 31, "th": 14, "than": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 22, 23, 25, 27, 28, 29, 30, 31], "thei": [3, 8, 14, 23, 31], "them": [1, 7, 8, 10, 14, 18, 19, 20, 25, 30, 31], "theoret": 18, "theori": 30, "therefor": [10, 14, 19, 22, 23], "theta": 28, "thi": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 22, 23, 25, 26, 27, 28, 29, 30, 31], "think": 19, "thisi": 14, "thorough": 3, "those": [1, 3, 6, 10, 14, 18, 19, 20, 22, 23, 25, 30, 31], "though": 14, "three": [5, 6, 19, 20, 25], "threshold": [18, 28], "through": [2, 3, 5, 6, 8, 9, 10, 14, 19, 20, 22, 25, 28, 31], "throughout": [9, 14], "thu": [14, 27, 31], "time": [7, 8, 10, 14, 18, 19, 20, 23, 25, 26, 27, 30], "timeseri": 31, "titl": 31, "to_interp_rep_transform": 20, "to_interp_transform": 20, "to_model_input": 31, "to_tensor": 31, "todo": 14, "togeth": [2, 7, 8, 9, 18, 19, 20, 23, 25, 26, 30, 31], "token": [13, 16, 21], "token_attr": 21, "tokenreferencebas": [16, 31], "tol": 3, "too": 14, "took": 31, "top": [14, 18, 28, 31], "top_k": 14, "torch": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 22, 23, 25, 26, 27, 28, 29, 30, 31], "torchscript": [5, 19, 25], "torchvis": 28, "total": [5, 6, 10, 14, 17, 18, 19, 25, 30, 31], "toward": [5, 19, 21, 23, 25], "tqdm": [7, 8, 14, 18, 20, 27, 30], "tr": 30, "tracin": 14, "tracincp": 13, "tracincpbas": 13, "tracincpfast": 13, "tracincpfastrandproj": 13, "track": 28, "train": [3, 14, 18, 20, 31], "train_and_ev": 3, "train_data": 31, "train_dataset": 14, "train_dataset_s": 14, "train_fn": 31, "train_interpretable_model_func": 20, "train_test_split": 3, "trainabl": 31, "transform": [14, 16, 20, 28, 31], "treat": [14, 28], "tree": 31, "trial": [21, 28, 30], "trilinear": [1, 12], "tripl": 31, "true": [2, 4, 5, 6, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 28, 29, 31], "trust": 31, "try": [7, 8, 14, 18, 20, 27, 30], "tunnel": 26, "tupl": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 22, 23, 25, 26, 27, 28, 29, 30, 31], "turn": [2, 9], "tutori": [3, 19, 22], "two": [3, 14, 23, 31], "type": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31], "typevar": [22, 28], "typic": 31, "u": [3, 14, 23, 31], "u2": 30, "un": 8, "unbound": 23, "under": [3, 10, 14, 19, 23, 25, 31], "underli": [19, 21, 22, 31], "underneath": [2, 9], "understand": [5, 19, 25, 31], "understood": 16, "unexpect": 14, "unifi": [6, 10, 19, 25, 31], "uniformli": 20, "uninterest": 31, "union": [14, 19, 22, 28, 31], "uniqu": [3, 28], "unk": 31, "unknown": 31, "unless": 31, "unlik": [8, 18, 20, 25, 30], "unpack_input": 14, "until": 27, "updat": 14, "upper": [2, 28], "upper_bound": [2, 28], "upsampl": [1, 12, 19], "upsampled_attr": 19, "us": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 30, 31], "usag": 14, "use_cached_output": 21, "use_label_for_attr": 16, "use_pyplot": 31, "user": [1, 3, 5, 10, 17, 19, 20, 22, 23, 26, 31], "usual": [1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 15, 17, 18, 19, 20, 22, 23, 25, 27, 28, 29, 30], "util": [1, 13, 14, 19, 21, 25], "v": [5, 6, 10, 17, 19, 25], "valid": [1, 12, 14, 31], "valu": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 31], "var_nam": 28, "vargrad": 26, "variabl": [2, 3, 9, 14, 28, 31], "varianc": 26, "variant": [17, 19], "variou": [3, 31], "vector": [1, 3, 14, 18, 20, 31], "verbos": [19, 22], "veri": [1, 6, 10, 19, 30, 31], "version": [14, 20, 28, 31], "via": [2, 9, 14], "view": [10, 14, 19, 23, 25, 31], "visual": [1, 13, 16, 19], "visualis": 21, "visualization_transform": 16, "visualization_typ": 16, "visualize_image_attr": 31, "visualize_image_attr_multipl": 31, "visualize_timeseries_attr": 31, "vocabulari": 31, "w": [3, 14, 31], "wa": [14, 31], "wai": [8, 14, 21, 23, 31], "want": [1, 3, 7, 8, 14, 19, 23, 25, 30, 31], "warn": [4, 11, 12, 25], "we": [1, 3, 5, 6, 7, 8, 12, 14, 17, 18, 19, 20, 22, 23, 25, 26, 27, 30, 31], "weight": [2, 3, 9, 18, 19, 20, 22, 31], "well": [14, 20, 23, 28], "what": 31, "when": [1, 2, 3, 5, 6, 7, 8, 9, 14, 16, 17, 18, 19, 20, 21, 22, 23, 25, 27, 28, 30, 31], "where": [3, 7, 14, 16, 18, 20, 25, 28, 30, 31], "wherea": 23, "whether": [1, 2, 3, 5, 6, 9, 10, 12, 14, 17, 18, 19, 20, 21, 22, 25, 26, 28], "which": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31], "while": [9, 14, 16, 19, 31], "whilst": 31, "white": [10, 19, 25, 31], "whole": 21, "whose": 31, "why": 31, "width": 20, "window": 27, "wise": [3, 7, 12, 14, 19, 22, 30, 31], "within": [1, 2, 7, 8, 9, 14, 18, 19, 20, 23, 25, 28, 30, 31], "without": [2, 4, 25, 28, 31], "word": [1, 3, 14, 16, 31], "work": 31, "worst": 28, "would": [14, 19, 25, 31], "wrap": [3, 19, 21, 23, 31], "wrapper": [14, 20, 31], "www": [23, 30], "x": [0, 3, 7, 8, 13, 14, 18, 20, 23, 25, 27, 28, 30, 31], "x_": 28, "x_0": 28, "x_t": 28, "x_test": 3, "x_train": 3, "x_valu": 31, "y": [14, 28, 31], "y_test": 3, "y_train": 3, "yield": [14, 20], "you": [7, 8, 19, 31], "your": [5, 19, 31], "zero": [1, 2, 5, 7, 9, 10, 17, 18, 19, 20, 22, 25, 26, 27, 28, 30], "zero_thresh": 28}, "titles": ["Attribution", "Base Classes", "BinaryConcreteStochasticGates", "Concept-based Interpretability", "Deconvolution", "DeepLift", "DeepLiftShap", "Feature Ablation", "Feature Permutation", "GaussianStochasticGates", "GradientShap", "Guided Backprop", "Guided GradCAM", "Captum API Reference", "Influential Examples", "Input X Gradient", "Insights", "Integrated Gradients", "KernelShap", "Layer Attribution", "Lime", "LLM Attribution Classes", "LRP", "Metrics", "Module", "Neuron Attribution", "NoiseTunnel", "Occlusion", "Robustness", "Saliency", "Shapley Value Sampling", "Utilities"], "titleterms": {"ablat": [7, 19, 25], "activ": 19, "api": 13, "attack": 28, "attribut": [0, 1, 19, 21, 25], "attributionvisu": 16, "backprop": [11, 25], "base": [1, 3, 31], "basefeatur": 16, "baselin": 31, "batch": 16, "binaryconcretestochasticg": 2, "captum": 13, "class": [1, 21], "classifi": 3, "compar": 28, "concept": 3, "conceptinterpret": 3, "conduct": [19, 25], "datainflu": 14, "deconvolut": [4, 25], "deeplift": [5, 19, 25], "deepliftshap": [6, 19, 25], "embed": 31, "exampl": 14, "featur": [7, 8, 16, 19, 25], "fgsm": 28, "gaussianstochasticg": 9, "generalfeatur": 16, "gradcam": [12, 19], "gradient": [1, 15, 17, 19, 25], "gradientshap": [10, 19, 25], "guid": [11, 12, 25], "imagefeatur": 16, "indic": 13, "infidel": 23, "influenc": 19, "influenti": 14, "input": [15, 31], "insight": [13, 16], "integr": [17, 19, 25], "intern": 19, "interpret": [3, 31], "kernelshap": 18, "layer": [1, 19], "lime": 20, "linear": 31, "llm": 21, "llmattribut": 21, "llmattributionresult": 21, "llmgradientattribut": 21, "lrp": [19, 22], "metric": 23, "min": 28, "model": 31, "modul": 24, "neuron": [1, 25], "noisetunnel": 26, "occlus": 27, "param": 28, "permut": [8, 19], "perturb": [1, 28], "pgd": 28, "refer": [13, 31], "robust": 28, "salienc": 29, "sampl": 30, "sensit": 23, "shaplei": 30, "similarityinflu": 14, "tabl": 13, "tcav": 3, "textfeatur": 16, "token": 31, "tracincp": 14, "tracincpbas": 14, "tracincpfast": 14, "tracincpfastrandproj": 14, "util": 31, "valu": 30, "visual": 31, "x": [15, 19]}}) \ No newline at end of file diff --git a/_sphinx/searchtools.js b/_sphinx/searchtools.js index 92da3f8b2..b08d58c9b 100644 --- a/_sphinx/searchtools.js +++ b/_sphinx/searchtools.js @@ -178,7 +178,7 @@ const Search = { htmlToText: (htmlString, anchor) => { const htmlElement = new DOMParser().parseFromString(htmlString, 'text/html'); - for (const removalQuery of [".headerlinks", "script", "style"]) { + for (const removalQuery of [".headerlink", "script", "style"]) { htmlElement.querySelectorAll(removalQuery).forEach((el) => { el.remove() }); } if (anchor) { @@ -328,13 +328,14 @@ const Search = { for (const [title, foundTitles] of Object.entries(allTitles)) { if (title.toLowerCase().trim().includes(queryLower) && (queryLower.length >= title.length/2)) { for (const [file, id] of foundTitles) { - let score = Math.round(100 * queryLower.length / title.length) + const score = Math.round(Scorer.title * queryLower.length / title.length); + const boost = titles[file] === title ? 1 : 0; // add a boost for document titles normalResults.push([ docNames[file], titles[file] !== title ? `${titles[file]} > ${title}` : title, id !== null ? "#" + id : "", null, - score, + score + boost, filenames[file], ]); } diff --git a/api/_modules/captum/_utils/models/linear_model/model.html b/api/_modules/captum/_utils/models/linear_model/model.html index 856b2a630..03444d0e4 100644 --- a/api/_modules/captum/_utils/models/linear_model/model.html +++ b/api/_modules/captum/_utils/models/linear_model/model.html @@ -414,7 +414,7 @@