most citedStructured Attention Matters to Multimodal LLMs in Document Understanding

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cs.CR2025

Tit-for-Tat: Safeguarding Large Vision-Language Models Against Jailbreak Attacks via Adversarial Defense

Shuyang Hao, Yiwei Wang, Bryan Hooi +5

Deploying large vision-language models (LVLMs) introduces a unique vulnerability: susceptibility to malicious attacks via visual inputs. However, existing defense methods suffer fr…