Piggyback: Adapting a Single Network to Multiple Tasks by Learning to Mask Weights

Arun Mallya, Dillon Davis, Svetlana Lazebnik

This work presents a method for adapting a single, fixed deep neural network to multiple tasks without affecting performance on already learned tasks. By building upon ideas from n…