Beyond Parameter Protection: Fisher-Shaped EWC for Replay-Free Continual Learning.

arXiv:2610.37145v1 Announce Type: cross Abstract: In replay-free continual learning, Elastic Weight Consolidation (EWC) uses Fisher information matrix (FIM) to protect acquired knowledge by penalizing changes to historically important parameters. However, a lo