Efficient Continual Learning with Modular Networks and Task-Driven Priors

Tom Veniat, Ludovic Denoyer, Marc'Aurelio Ranzato

Existing literature in Continual Learning (CL) has focused on overcoming catastrophic forgetting, the inability of the learner to recall how to perform tasks observed in the past.…