To Retain or to Adapt? Generalizing Continual Learning

Giulia Lanzillotta, Mandana Samiei, Doina Precup +2

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…