Augmenting Replay in World Models for Continual Reinforcement Learning

Luke Yang, Levin Kuhlmann, Gideon Kowadlo

Continual RL requires an agent to learn new tasks without forgetting previous ones, while improving on both past and future tasks. The most common approaches use model-free algorit…