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Robotic Manipulation on Simulation open-drawer

0.001Success Rate P-ValueReward Machine vs LLM-Guided Subgoal agent
-0.038960.230770.50050.77023Mar 11, 2026

Evaluation results

MethodLinks
Reward Machine vs LLM-Guided Subgoal agentEvaluation Protocol=Wilcoxon signed-rank test, Agent Architecture=PPO, Max Episode Length=1002026.030.0010.001
LEAGUE sparse agent vs LLM-Guided Subgoal agentEvaluation Protocol=Wilcoxon signed-rank test, Agent Architecture=PPO, Max Episode Length=1002026.030.0020.002
LEAGUE sparse agent vs Reward MachineEvaluation Protocol=Wilcoxon signed-rank test, Agent Architecture=PPO, Max Episode Length=1002026.0310.5