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update 10.13.2025
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@@ -384,6 +384,14 @@ Here, we've summarized existing LVLM Attack methods in our survey paper👍.
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* Runqi Lin, Alasdair Paren, Suqin Yuan, Muyang Li, Philip Torr, Adel Bibi, Tongliang Liu
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* The University of Sydney, University of Oxford
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* [Arxiv2025] https://arxiv.org/abs/2509.21029
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* **Effective and Stealthy One-Shot Jailbreaks on Deployed Mobile Vision-Language Agents** | #
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* Renhua Ding, Xiao Yang, Zhengwei Fang, Jun Luo, Kun He, Jun Zhu
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* Huazhong University of Science and Technology, Tsinghua University
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* [Arxiv2025] https://arxiv.org/abs/2510.07809
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* **Untargeted Jailbreak Attack** | #
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* Xinzhe Huang, Wenjing Hu, Tianhang Zheng, Kedong Xiu, Xiaojun Jia, Di Wang, Zhan Qin, Kui Ren
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* Zhejiang University, Nanjing University of Science and Technology, Nanyang Technological University, King Abdullah University of Science and Technology
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* [Arxiv2025] https://arxiv.org/abs/2510.02999
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## Prompt-Injection
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* **Abusing Images and Sounds for Indirect Instruction Injection in Multi-Modal LLMs** |
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@@ -446,6 +454,10 @@ Here, we've summarized existing LVLM Attack methods in our survey paper👍.
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* Chetan Pathade
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* CMU
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* [Arxiv2025] https://arxiv.org/abs/2507.22304
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* **AgentTypo: Adaptive Typographic Prompt Injection Attacks against Black-box Multimodal Agents** | #
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* Yanjie Li, Yiming Cao, Dong Wang, Bin Xiao
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* Hong Kong Polytechnic University,
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* [Arxiv2025] https://arxiv.org/abs/2510.04257
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## Data-Poisoning
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* **Shadowcast: Stealthy Data Poisoning Attacks Against Vision-Language Models** | [Github](https://github.com/umd-huang-lab/VLM-Poisoning)
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