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update 3.21.2026
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@@ -267,6 +267,10 @@ Here, we've summarized existing LVLM Attack methods in our survey paper👍.
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* Yuanbo Li, Tianyang Xu, Cong Hu, Tao Zhou, Xiao-Jun Wu, Josef Kittler
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* Jiangnan University, University of Surrey
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* [CVPR2026] https://arxiv.org/abs/2603.04846
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* **Spatial-Spectral Homogeneous Attacks on Physical-World Large Vision-Language Models** | #
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* Daizong Liu, Baoquan Chen, Wei Hu
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* Wuhan University, Peking University
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* [AAAI2026] https://ojs.aaai.org/index.php/AAAI/article/view/37647
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## Jailbreak-Attack
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* **Are aligned neural networks adversarially aligned?** |
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@@ -501,6 +505,10 @@ Here, we've summarized existing LVLM Attack methods in our survey paper👍.
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* Jiacheng Hou, Yining Sun, Ruochong Jin, Haochen Han, Fangming Liu, Wai Kin Victor Chan, Alex Jinpeng Wang
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* Tsinghua University, Peng Cheng Laboratory, Central South University
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* [Arxiv2026] https://arxiv.org/abs/2602.10179
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* **Reasoning-Oriented Programming: Chaining Semantic Gadgets to Jailbreak Large Vision Language Models** | #
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* Quanchen Zou, Moyang Chen, Zonghao Ying, Wenzhuo Xu, Yisong Xiao, Deyue Zhang, Dongdong Yang, Zhao Liu, Xiangzheng Zhang
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* 360 AI Security Lab, Wenzhou-Kean University, Beihang University
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* [Arxiv2026] https://arxiv.org/abs/2603.09246
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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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@@ -773,3 +781,7 @@ Here, we've summarized existing LVLM Attack methods in our survey paper👍.
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* Juncheng Li, Yige Li, Hanxun Huang, Yunhao Chen, Xin Wang, Yixu Wang, Xingjun Ma, Yu-Gang Jiang
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* Fudan University, Singapore Management University, The University of Melbourne
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* [Arxiv2025] https://arxiv.org/abs/2511.18921
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* **VisualLeakBench: Auditing the Fragility of Large Vision-Language Models against PII Leakage and Social Engineering** | #
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* Youting Wang, Yuan Tang, Yitian Qian, Chen Zhao
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* Northeastern University, Carnegie Mellon University, Boston University, New York University
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* [Arxiv2026] https://arxiv.org/abs/2603.13385
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