2025
FANS: A Flatness-Aware Network Structure for Generalization in Offline Reinforcement Learning
Offline reinforcement learning (RL) aims to learn optimal policies from static datasets while enhancing generalization to out-of-distribution (OOD) data. To mitigate overfitting to suboptimal behaviors in offline datasets, existing methods often relax constraints on policy and data or extract informative patterns throu...
Da Wang, Yi Ma, Ting Guo et al.
· Neural Information Processin... · 0 citations