Dynamic Feedback Engines: Layer-Wise Control for Self-Regulating Continual Learning

Hengyi Wu, Zhenyi Wang, Heng Huang

Continual learning aims to acquire new tasks while preserving performance on previously learned ones, but most methods struggle with catastrophic forgetting. Existing approaches ty…