On the Theory of Continual Learning with Gradient Descent for Neural Networks
arXiv:2510.05573v2 Announce Type: replace
Abstract: Continual learning, the ability of a model to adapt to an ongoing sequence of tasks without forgetting earlier ones, is a central goal of artificial intelligence. To better understand its underlying …