Policy Consolidation for Continual Reinforcement Learning

Christos Kaplanis, Murray Shanahan, Claudia Clopath

Abstract: We propose a method for tackling catastrophic forgetting in deep reinforcement learning that is <em>agnostic</em> to the timescale of changes in the distribution of experiences, does not require kn...