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cs.LG2025
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…
cs.LG2024★ 3 cited
A Unified and General Framework for Continual Learning
Zhenyi Wang, Yan Li, Li Shen +1
Continual Learning (CL) focuses on learning from dynamic and changing data distributions while retaining previously acquired knowledge. Various methods have been developed to addre…