Group Preference Collapse in Personalized Multimodal Large Language Models.

arXiv:2607.22603v2 Announce Type: replace Abstract: Personalized multimodal large language models (MLLMs) aim to generate user-specific responses, but existing methods mainly rely on profile-level information and overlook diverse user preferences. We identify