Non-Adversarial Imitation Learning Provably Free of Compounding Errors: The Value Flow Mechanism

Tian Xu, Chenyang Wang, Xiaochen Zhai +3

Adversarial imitation learning (AIL) achieves high-quality imitation by mitigating compounding errors inherent to behavioral cloning (BC), yet its adversarial optimization frequent…