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Reinforcement Learning on MuJoCo HalfCheetah v4

2,287ReturnHand-Crafted
1,551.721,742.611,933.52,124.39May 27, 2026

Evaluation results

MethodLinks
Hand-CraftedTraining Episodes=1,000, Random Seeds=102026.052,287—
LLM IterativeTraining Episodes=1,000, Random Seeds=6, Refinement Type=return-aware refinement, n=62026.052,215—
LLM One-ShotTraining Episodes=1,000, Random Seeds=102026.052,190—
No ShapingTraining Episodes=1,000, Random Seeds=102026.051,864—
RNDTraining Episodes=1,000, Random Seeds=102026.051,580—