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Continuous Control on Reacher v5

-3.9Average Episodic RewardPDA
-11.388-9.444-7.5-5.556Mar 10, 2026Mar 15, 2026Mar 20, 2026Mar 25, 2026Mar 30, 2026Apr 4, 2026Apr 10, 2026

Evaluation results

MethodLinks
PDAEnvironment steps=1M, Seeds=10, Tests per epoch=102026.03-3.9
MaxEntDPNFE=20 × 102026.04-4.4
SACNFE=12026.04-4.9
TRFP(ours)NFE=4 × 42026.04-4.9
TRFP(one-step)NFE=1 × 42026.04-5
SDACNFE=20 × 322026.04-6.5
TD3NFE=12026.04-8.9
PPOEnvironment steps=1M, Seeds=10, Tests per epoch=102026.03-11.1