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Reinforcement Learning on FailureBench Fragile Push Wall

3,220.12Avg ReturnFARL
-1,163.1368-25.17591,112.7852,250.7459Jan 12, 2026

Evaluation results

MethodLinks
FARLmode=fine-tuning, initialization=offline pre-trained policy2026.013,220.12
PPO-Lagmode=fine-tuning, initialization=offline pre-trained policy2026.01268.83
P3Omode=fine-tuning, initialization=offline pre-trained policy2026.01-278.62
CPOmode=fine-tuning, initialization=offline pre-trained policy2026.01-994.55