Catastrophic Forgetting is Low-Rank: A Function-Space Theory for Continual Adaptation

Catastrophic forgetting in continual adaptation is usually studied through parameter drift, replay, or distillation, but these views do not identify which output-space directions are vulnerable. We give a function-space account in the NTK regime: new-task training induces old-task prediction drift t...