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cs.LG2022
Understanding Adversarial Imitation Learning in Small Sample Regime: A Stage-coupled Analysis
Tian Xu, Ziniu Li, Yang Yu +1
Imitation learning learns a policy from expert trajectories. While the expert data is believed to be crucial for imitation quality, it was found that a kind of imitation learning a…
cs.LG2022
A Note on Target Q-learning For Solving Finite MDPs with A Generative Oracle
Ziniu Li, Tian Xu, Yang Yu
Q-learning with function approximation could diverge in the off-policy setting and the target network is a powerful technique to address this issue. In this manuscript, we examine…
cs.LG2022★ 1 cited
Rethinking ValueDice: Does It Really Improve Performance?
Ziniu Li, Tian Xu, Yang Yu +1
Since the introduction of GAIL, adversarial imitation learning (AIL) methods attract lots of research interests. Among these methods, ValueDice has achieved significant improvement…