Ruilin Yang

Criterion-Conditional In-Context Learning: Evaluating Criterion-Shift Adaptation in Vision-Language Models

Vision-language models can perform new tasks without parameter updates through in-context learning (ICL), whose core mechanism is utilizing the support set for task induction. In standard ICL setting, once the task is induced, its decision boundary, i.e., the criterion, remains fixed. However, in re…