Increasing depth of neural networks for life-long learning

Jedrzej Kozal, Michal Wozniak

Abstract: Highlights•A novel method for continual learning based on the increasing depth of neural networks.•New layers may transfer the knowledge and adapt of already learned representations.•The proposed methods can outperform Experience Replay.•The proposed method can be used if data privacy must be considered.