Qinhang Wu

Unlocking the Power of Rehearsal in Continual Learning: A Theoretical Perspective

Rehearsal-based methods have shown superior performance in addressing catastrophic forgetting in continual learning (CL) by storing and training on a subset of past data alongside new data in current task. While such a concurrent rehearsal strategy is widely used, it remains unclear if this approach…