Continual Prune-and-Select: Class-incremental learning with specialized subnetworks

Aleksandr Dekhovich, David M. J. Tax, Marcel H. F. Sluiter +1

The human brain is capable of learning tasks sequentially mostly without forgetting. However, deep neural networks (DNNs) suffer from catastrophic forgetting when learning one task…