In-Context Collapse in Vision-Language Models and How to Mitigate it?

Mohammad Rostami

Many-shot in-context learning (ICL) lets vision-language models (VLMs) adapt from image--label demonstrations without weight updates, and is widely assumed to improve as more demon…