2 papers
cs.AI2024
Augmenting Offline RL with Unlabeled Data
Zhao Wang, Briti Gangopadhyay, Jia-Fong Yeh +1
Recent advancements in offline Reinforcement Learning (Offline RL) have led to an increased focus on methods based on conservative policy updates to address the Out-of-Distribution…
cs.LG2024
Integrating Domain Knowledge for handling Limited Data in Offline RL
Briti Gangopadhyay, Zhao Wang, Jia-Fong Yeh +1
With the ability to learn from static datasets, Offline Reinforcement Learning (RL) emerges as a compelling avenue for real-world applications. However, state-of-the-art offline RL…