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Robotic Manipulation on Simulation pick-up-nut-from-peg

25Success RateLEAGUE sparse agent vs Reward Machine
-0.8965.82712.5519.273Mar 11, 2026

Evaluation results

MethodLinks
LEAGUE sparse agent vs Reward MachineEvaluation Protocol=Wilcoxon signed-rank test, Agent Architecture=PPO, Max Episode Length=1002026.032512.5
Reward Machine vs LLM-Guided Subgoal agentEvaluation Protocol=Wilcoxon signed-rank test, Agent Architecture=PPO, Max Episode Length=1002026.031.071.07
LEAGUE sparse agent vs LLM-Guided Subgoal agentEvaluation Protocol=Wilcoxon signed-rank test, Agent Architecture=PPO, Max Episode Length=1002026.030.10.1