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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

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Swimmer v4

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Hopper v4

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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