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Upside Down Reinforcement Learning with Policy Generators

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Visualization

Screenshot 2024-11-14 at 13 20 55 Screenshot 2024-11-14 at 13 21 08

Results

Performance of UDRLPG in three continuous control gym environments and compared to GoGePo (for its similarity) and DDPG (popular RL algorithm for continuous control tasks).

Inverted Pendulum v4

Screenshot 2024-11-14 at 13 22 12

Swimmer v4

Screenshot 2024-11-14 at 13 22 43

Hopper v4

Screenshot 2024-11-14 at 13 23 01
Generator’s ability to produce policies that achieve returns across the entire spectrum Screenshot 2024-11-14 at 13 23 29

Ablation

Weighting strategy and performance-based replay buffer Screenshot 2024-11-14 at 13 26 17

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