How to Find and Reuse Policies for Continuous Adaptation in Lifelong Reinforcement Learning.

arXiv:2610.03119v1 Announce Type: cross Abstract: In lifelong reinforcement learning, retaining previously learned policies is not sufficient for effective transfer to a new task. Useful knowledge may be distributed across several prior policies, and its relev