Jinrui Gu

Don't Forget Why You Started: Tackling Dual Forgetting in Vision-Language Continual Learning

Continual learning of Vision-Language Model (VLM) aspires to empower foundation models with new expertise without compromising their universal zero-shot capabilities. However, this pursuit faces a critical ''dual-forgetting'' challenge: the catastrophic forgetting of newly acquired classes (Incremen…