2025
State Entropy Regularization for Robust Reinforcement Learning
NeurIPS 2025oral
State entropy regularization has empirically shown better exploration and sample complexity in reinforcement learning (RL). However, its theoretical guarantees have not been studied. In this paper, we show that state entropy regularization improves robustness to structured and spatially correlated p…