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tedywond committed Dec 5, 2024
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## Experimental Evaluation

We evaluate the effectiveness with which P<span style="font-size: 80%">ROGRESSOR</span> learns reward functions from visual demonstrations that enable robots to perform various manipulation tasks in simulation as well as the real world.
<Figure
caption="Experiments"
>
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### Real-World Robotic Experiments

#### Pretraining on Kitchen Dataset
We randomly sample frame triplets triplet (<LaTeX inline formula="(\mathcal{o}_{i}, \mathcal{o}_{j}, \mathcal{o}_{g})" />) from the videos ensuring a maximal frame gap <LaTeX inline formula="|i − g| ≤ 2000"/>.

We randomly sample frame triplets triplet (<LaTeX inline formula="(\mathcal{o}_{i}, \mathcal{o}_{j}, \mathcal{o}_{g})" />) from the videos ensuring a maximal frame gap <LaTeX inline formula="|g-i| ≤ 2000"/>.
<br/>
#### Real-World Few-Shot Offline Reinforcement Learning with Noisy Demonstrations

We compare P<span style="font-size: 80%">ROGRESSOR</span> with R3M and VIP by freezing the pre-trained models and using them as reward prediction models to train RWR-ACT on downstream robotic learning tasks.
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<br/>

### Zero-shot Reward Estimation For in-domain and out-domain Videos

<br/>
<Figure caption="real-world experiments">
<Image source={human} altText="real-world experiments" />
</Figure>
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