To Retain or to Adapt? Generalizing Continual Learning.

arXiv:2607.05609v2 Announce Type: replace-cross Abstract: The Continual Learning (CL) literature has long been driven by the goal of mitigating catastrophic forgetting. This objective rests on an often unstated assumption: that a lifelong learner should approx