Zhicheng Sun

Regularizing Second-Order Influences for Continual Learning

2023 · arXiv (Cornell University)

Continual learning aims to learn on non-stationary data streams without catastrophically forgetting previous knowledge. Prevalent replay-based methods address this challenge by rehearsing on a small buffer holding the seen data, for which a delicate sample …