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20202025
most citedNearly Minimax Optimal Reinforcement Learning for Discounted MDPs

9 citations · 47 across the 24 of their papers we have counts for

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cs.LG2025

Near-Optimal Second-Order Guarantees for Model-Based Adversarial Imitation Learning

Shangzhe Li, Dongruo Zhou, Weitong Zhang

We study online adversarial imitation learning (AIL), where an agent learns from offline expert demonstrations and interacts with the environment online without access to rewards.…