most cited"Ghost of the past": identifying and resolving privacy leakage from LLM's memory through proactive user interaction

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cs.CV2026

InfoEdit: Probing Global Layout Reasoning in Infographic Editing

Cheng Yang, Chufan Shi, Huijuan Wang +6

Multimodal foundation models edit natural photographs at production quality, yet the same models struggle with structured visual content such as infographics. Unlike photographs, i…

cs.CV2026

Are VLMs Seeing or Just Saying? Uncovering the Illusion of Visual Re-examination

Chufan Shi, Cheng Yang, Yaokang Wu +4

Vision-Language Models (VLMs) often produce self-reflective statements like "let me check the figure again" during reasoning. Do such statements trigger genuine visual re-examinati…