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Robotic Manipulation on Simulation pick-up-lid-from-pot

0.001Success Rate P-ValueLEAGUE sparse agent vs LLM-Guided Subgoal agent
-0.0002120.0079690.016150.024331Mar 11, 2026

Evaluation results

MethodLinks
LEAGUE sparse agent vs LLM-Guided Subgoal agentEvaluation Protocol=Wilcoxon signed-rank test, Agent Architecture=PPO, Max Episode Length=1002026.030.0010.001
LEAGUE sparse agent vs Reward MachineEvaluation Protocol=Wilcoxon signed-rank test, Agent Architecture=PPO, Max Episode Length=1002026.030.01560.0156
Reward Machine vs LLM-Guided Subgoal agentEvaluation Protocol=Wilcoxon signed-rank test, Agent Architecture=PPO, Max Episode Length=1002026.030.03130.0313