PackNet: Adding Multiple Tasks to a Single Network by Iterative Pruning
computer vision and pattern recognition, 2018.
This paper presents a method for adding multiple tasks to a single deep neural network while avoiding catastrophic forgetting. Inspired by network pruning techniques, we exploit redundancies in large deep networks to free up parameters that can then be employed to learn new tasks. By performing iterative pruning and network re-training, w...More
PPT (Upload PPT)