Author

Jian-Qing Yin

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Preprint Aug 2026

QuISE: Defense against Typographic Attacks on VLMs via Query-Irrelevant Semantic Editing

QuISE is proposed, a model-agnostic, training-free black-box defense based on query-irrelevant semantic editing that consistently improves defended accuracy in typographic attacks.

Shu-Bin Lu, Jian-Qing Yin, Yi-Hao Huang · 1 citation