DPOison-VL: Clean Preference Poisoning in Vision-Language Direct Preference Optimization.

arXiv:2610.18609v1 Announce Type: cross Abstract: Direct Preference Optimization (DPO) has become a widely adopted approach for aligning vision-language models (VLMs), yet the security of multimodal preference data remains largely unexplored. Existing preferen