Improving generalization to new environments and removing catastrophic forgetting in Reinforcement Learning by using an eco-system of agents

Olivier Moulin, Vincent Francois-Lavet, Paul Elbers +1

Adapting a Reinforcement Learning (RL) agent to an unseen environment is a difficult task due to typical over-fitting on the training environment. RL agents are often capable of so…