Penghui Li

Multi-Synaptic Cooperation: A Bio-Inspired Framework for Robust and Scalable Continual Learning

Continual learning aims to acquire new knowledge incrementally while retaining prior information, with catastrophic forgetting (CF) being a central challenge. Existing methods can mitigate CF to some extent but are constrained by limited capacity, which often requires dynamic expansion for long task…