SPARS: A Stability-Plasticity-Aware Region Selection Framework for Continual Learning

Teif Aldaajani, Huda Hakami, Maha A. Thafar

Continual learning aims to acquire new knowledge while retaining previously learned knowledge. However, updating shared parameters when learning new tasks often overwrites existing…