Chunlin Chen

Diversity-Incentivized Exploration for Versatile Reasoning

Scalable In-Context Q-Learning

PN-GAIL: Leveraging Non-optimal Information from Imperfect Demonstrations

Mixture-of-Experts Meets In-Context Reinforcement Learning

Divide and Conquer: Grounding LLMs as Efficient Decision-Making Agents via Offline Hierarchical Reinforcement Learning

High-order Interactions Modeling for Interpretable Multi-Agent Q-Learning

DEAL: Diffusion Evolution Adversarial Learning for Sim-to-Real Transfer

Text-to-Decision Agent: Offline Meta-Reinforcement Learning from Natural Language Supervision