Information-Theoretic Generalization Bounds of Replay-based Continual Learning

Wen Wen, Tieliang Gong, Zeyu Gao +3

Continual learning (CL) has emerged as a dominant paradigm for acquiring knowledge from sequential tasks while avoiding catastrophic forgetting. Although many CL methods have been…