Maha A. Thafar

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

Continual learning aims to acquire new knowledge while retaining previously learned knowledge. However, updating shared parameters when learning new tasks often overwrites existing knowledge, causing catastrophic forgetting. Memory replay methods mitigate catastrophic forgetting but rely on previous samples, raising pr...