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

Chengtao Jian, Kai Yang

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…