Towards guarantees for parameter isolation in continual learning

Giulia Lanzillotta, Sidak Pal Singh, Benjamin F. Grewe +1

Deep learning has proved to be a successful paradigm for solving many challenges in machine learning. However, deep neural networks fail when trained sequentially on multiple tasks…