Data-dependent and Oracle Bounds on Forgetting in Continual Learning

Lior Friedman, Ron Meir

In continual learning, knowledge must be preserved and re-used between tasks, maintaining good transfer to future tasks and minimizing forgetting of previously learned ones. While…