Learning to Forget: Continual Learning with Adaptive Weight Decay
arXiv:2604.27063v1 Announce Type: new
Abstract: Continual learning agents with finite capacity must balance acquiring new knowledge with retaining the old. This requires controlled forgetting of knowledge that is no longer needed, freeing up capacity …