Hongtu Zhou

Beyond Penalization: Diffusion-based Out-of-Distribution Detection and Selective Regularization in Offline Reinforcement Learning

Potentially Optimal Joint Actions Recognition for Cooperative Multi-Agent Reinforcement Learning

QUAD: Q-Gradient Uncertainty-Aware Guidance for Diffusion policies in Offline Reinforcement Learning

CERTAIN: Context Uncertainty-aware One-Shot Adaptation for Context-based Offline Meta Reinforcement Learning