Dual-Phase Continual Learning: Supervised Adaptation Meets Unsupervised Retention

Vaibhav Singh, Rahaf Aljundi, Eugene Belilovsky

Foundational Vision-Language Models (VLMs) excel across diverse tasks, but adapting them to new domains without forgetting prior knowledge remains a critical challenge. Continual L…