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update 1.14.2026
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@@ -235,6 +235,14 @@ Here, we've summarized existing LVLM Attack methods in our survey paper👍.
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* Hai Yan, Haijian Ma, Xiaowen Cai, Daizong Liu, Zenghui Yuan, Xiaoye Qu, Jianfeng Dong, Runwei Guan, Xiang Fang, Hongyang He, Yulai Xie, Pan Zhou
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* Huazhong University of Science and Technology, Wuhan University, Zhejiang Gongshang University, The Hong Kong University of Science and Technology, Nanyang Technological University, University of Warwick
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* [NeurIPS2025] https://openreview.net/pdf?id=kn0AyMYw0v
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* **On the Adversarial Robustness of 3D Large Vision-Language Models** | #
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* Chao Liu, Ngai-Man Cheung
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* Singapore University of Technology and Design
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* [Arxiv2026] https://arxiv.org/abs/2601.06464
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* **Crafting Adversarial Inputs for Large Vision-Language Models Using Black-Box Optimization** | #
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* Jiwei Guan, Haibo Jin, Haohan Wang
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* Macquarie University, University of Illinois Urbana-Champaign
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* [Arxiv2026] https://arxiv.org/abs/2601.01747
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## Jailbreak-Attack
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* **Are aligned neural networks adversarially aligned?** |
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@@ -457,6 +465,14 @@ Here, we've summarized existing LVLM Attack methods in our survey paper👍.
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* Devanshu Sahoo, Vasudev Majhi, Arjun Neekhra, Yash Sinha, Murari Mandal, Dhruv Kumar
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* BITS Pilani, KIIT University
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* [Arxiv2025] http://arxiv.org/abs/2512.10415
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* **Multi-turn Jailbreaking Attack in Multi-Modal Large Language Models** | #
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* Badhan Chandra Das, Md Tasnim Jawad, Joaquin Molto, M. Hadi Amini, Yanzhao Wu
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* Florida International University
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* [Arxiv2026] https://arxiv.org/abs/2601.05339
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* **GAMBIT: A Gamified Jailbreak Framework for Multimodal Large Language Models** | #
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* Xiangdong Hu, Yangyang Jiang, Qin Hu, Xiaojun Jia
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* Georgia State University, Nanyang Technological University
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* [Arxiv2026] https://arxiv.org/abs/2601.03416
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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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