Xu Ruihang

HTAC: Hierarchical Task-Aware Composition for Continual Offline Reinforcement Learning

Continual Offline Reinforcement Learning (CORL) enables building long-term autonomous agents from static datasets. However, it faces heterogeneity in environment dynamics, reward functions, and behavior policies across tasks. Combined with the inherent distribution shift in offline learning, this re…