List your company

Reinforcement Learning on FailureBench Bounded Push

4,593.96Average ReturnFARL
-84.61521,130.01492,344.6453,559.2751Jan 12, 2026

Evaluation results

MethodLinks
FARLmode=fine-tuning, initialization=offline pre-trained policy2026.014,593.96
PPO-Lagmode=fine-tuning, initialization=offline pre-trained policy2026.01420.79
CPOmode=fine-tuning, initialization=offline pre-trained policy2026.01156.28
P3Omode=fine-tuning, initialization=offline pre-trained policy2026.0195.33