update 12.2.2025

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Daizong Liu
2025-12-02 10:47:20 +08:00
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@@ -202,6 +202,18 @@ Here, we've summarized existing LVLM Attack methods in our survey paper👍.
* Haochuan Xu, Yun Sing Koh, Shuhuai Huang, Zirun Zhou, Di Wang, Jun Sakuma, Jingfeng Zhang
* The University of Auckland, King Abdullah University of Science and Technology, Tokyo University of Science, RIKEN Center for Advanced Intelligence Project
* [Arxiv2025] https://arxiv.org/abs/2510.13237
* **V-Attack: Targeting Disentangled Value Features for Controllable Adversarial Attacks on LVLMs** | #
* Sen Nie, Jie Zhang, Jianxin Yan, Shiguang Shan, Xilin Chen
* Chinese Academy of Sciences, University of Chinese Academy of Sciences, Zhejiang University
* [Arxiv2025] https://arxiv.org/abs/2511.20223
* **Adversarial Confusion Attack: Disrupting Multimodal Large Language Models** | #
* Jakub Hoscilowicz, Artur Janicki
* Warsaw University of Technology
* [Arxiv2025] https://arxiv.org/abs/2511.20494
* **When Alignment Fails: Multimodal Adversarial Attacks on Vision-Language-Action Models** | #
* Yuping Yan, Yuhan Xie, Yixin Zhang, Lingjuan Lyu, Handing Wang, Yaochu Jin
* Westlake University, Pennsylvania State University, Sony Research, Xidian University
* [Arxiv2025] https://arxiv.org/abs/2511.16203
* **Imperceptible Transfer Attack on Large Vision-Language Models** | #
* Xiaowen Cai, Daizong Liu, Runwei Guan, Pan Zhou
* Huazhong University of Science and Technology, Peking University, University of Liverpool
@@ -420,6 +432,10 @@ Here, we've summarized existing LVLM Attack methods in our survey paper👍.
* Yuxuan Zhou, Yuzhao Peng, Yang Bai, Kuofeng Gao, Yihao Zhang, Yechao Zhang, Xun Chen, Tao Yu, Tao Dai, Shu-Tao Xia
* Tsinghua University, ByteDance, Peking University, Nanyang Technological University, CASIA, Shenzhen University
* [Arxiv2025] https://arxiv.org/abs/2511.08367
* **Jailbreaking Large Vision Language Models in Intelligent Transportation Systems** | #
* Badhan Chandra Das, Md Tasnim Jawad, Md Jueal Mia, M. Hadi Amini, Yanzhao Wu
* Florida International University
* [Arxiv2025] https://arxiv.org/abs/2511.13892
## Prompt-Injection
* **Abusing Images and Sounds for Indirect Instruction Injection in Multi-Modal LLMs** |
@@ -664,3 +680,11 @@ Here, we've summarized existing LVLM Attack methods in our survey paper👍.
* Jinyang Wu, Bin Zhu, Xiandong Zou, Qiquan Zhang, Xu Fang, Pan Zhou
* Singapore Management University, Tongyi Speech Lab, Dalian University of Technology
* [Arxiv2025] https://arxiv.org/abs/2509.19858
* **AttackVLA: Benchmarking Adversarial and Backdoor Attacks on Vision-Language-Action Models** | #
* Jiayu Li, Yunhan Zhao, Xiang Zheng, Zonghuan Xu, Yige Li, Xingjun Ma, Yu-Gang Jiang
* Fudan University, City University of Hong Kong, Singapore Management University
* [Arxiv2025] https://arxiv.org/abs/2511.12149
* **BackdoorVLM: A Benchmark for Backdoor Attacks on Vision-Language Models** | #
* Juncheng Li, Yige Li, Hanxun Huang, Yunhao Chen, Xin Wang, Yixu Wang, Xingjun Ma, Yu-Gang Jiang
* Fudan University, Singapore Management University, The University of Melbourne
* [Arxiv2025] https://arxiv.org/abs/2511.18921