Majorization-Guided Test-Time Adaptation for Vision-Language Models under Modality-Specific Shift

Lixian Chen, Yanhui Chen, Mingxuan Huang +2

Vision--language models can face asymmetric visual and textual shifts at deployment. These shifts expose a multimodal failure mode in which an unreliable branch remains overconfide…