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Reinforcement Learning on FailureBench Obstructed Push

1,227.18Average ReturnFARL
0.2088318.7494637.29955.8306Jan 12, 2026

Evaluation results

MethodLinks
FARLmode=fine-tuning, initialization=offline pre-trained policy2026.011,227.18
PPO-Lagmode=fine-tuning, initialization=offline pre-trained policy2026.01543.95
P3Omode=fine-tuning, initialization=offline pre-trained policy2026.01455.86
CPOmode=fine-tuning, initialization=offline pre-trained policy2026.0147.4