2 papers
cs.CV2026
One-shot Optimized Steering Vector for Hallucination Mitigation for VLMs
Youxu Shi, Suorong Yang, Dong Liu
Vision Language Models (VLMs) achieve strong performance on multimodal tasks but still suffer from hallucination and safety-related failures that persist even at scale. Steering of…
cs.CV2025
Exposing Hallucinations To Suppress Them: VLMs Representation Editing With Generative Anchors
Youxu Shi, Suorong Yang, Dong Liu
Multimodal large language models (MLLMs) have achieved remarkable success across diverse vision-language tasks, yet they remain highly susceptible to hallucinations, producing cont…