Erhan Öztop

Diffusion Policies for Out-of-Distribution Generalization in Offline Reinforcement Learning

2024 · IEEE Robotics and Automation Letters

Offline Reinforcement Learning (RL) methods leverage previous experiences to learn better policies than the behavior policy used for data collection. However, they face challenges handling distribution shifts due to the lack of online interaction during …