Same State, Different Task: Continual Reinforcement Learning without Interference

Samuel Kessler, Jack Parker-Holder, Philip Ball +2

Continual Learning (CL) considers the problem of training an agent sequentially on a set of tasks while seeking to retain performance on all previous tasks. A key challenge in CL i…