Hi-Core: Hierarchical Knowledge Transfer for Continual Reinforcement Learning. (arXiv:2401.15098v1 [cs.LG])

Continual reinforcement learning (CRL) empowers RL agents with the ability to learn from a sequence of tasks, preserving previous knowledge and leveraging it to facilitate future learning. However, existing methods often focus on transferring low-lev...