Forget About It: Mitigating Forgetting Without Replay or Auxiliary Objectives.

arXiv:2501.05559v2 Announce Type: replace-cross Abstract: Have we made mitigating catastrophic forgetting more complicated than it needs to be? Continual adaptation often degrades performance on earlier tasks, motivating rehearsal buffers, auxiliary objectives