LoRA-Loop: Closing the Synthetic Replay Cycle for Continual VLM Learning

Kaihong Wang, Donghyun Kim, Margrit Betke

Continual learning for vision-language models has achieved remarkable performance through synthetic replay, where samples are generated using Stable Diffusion to regularize during…