CalvinBackup/Awesome-LVLM-Attack
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update 11.16.2025

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@@ -412,6 +412,14 @@ Here, we've summarized existing LVLM Attack methods in our survey paper👍.
* Divyanshu Kumar, Shreyas Jena, Nitin Aravind Birur, Tanay Baswa, Sahil Agarwal, Prashanth Harshangi
* Enkrypt AI
* [Arxiv2025] https://arxiv.org/abs/2510.20223
* **Speech-Audio Compositional Attacks on Multimodal LLMs and Their Mitigation with SALMONN-Guard** | #
* Yudong Yang, Xuezhen Zhang, Zhifeng Han, Siyin Wang, Jimin Zhuang, Zengrui Jin, Jing Shao, Guangzhi Sun, Chao Zhang
* Tsinghua University, Shanghai Artificial Intelligence Laboratory, University of Cambridge
* [Arxiv2025] https://arxiv.org/abs/2511.10222
* **Why does weak-OOD help? A Further Step Towards Understanding Jailbreaking VLMs** | #
* 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
## Prompt-Injection
* **Abusing Images and Sounds for Indirect Instruction Injection in Multi-Modal LLMs** |
@@ -544,6 +552,10 @@ Here, we've summarized existing LVLM Attack methods in our survey paper👍.
* Qiusi Zhan, Hyeonjeong Ha, Rui Yang, Sirui Xu, Hanyang Chen, Liang-Yan Gui, Yu-Xiong Wang, Huan Zhang, Heng Ji, Daniel Kang
* University of Illinois Urbana-Champaign
* [Arxiv2025] https://arxiv.org/abs/2510.27623
* **MTAttack: Multi-Target Backdoor Attacks against Large Vision-Language Models** | #
* Zihan Wang, Guansong Pang, Wenjun Miao, Jin Zheng, Xiao Bai
* Beihang University, Singapore Management University
* [Arxiv2025] https://arxiv.org/abs/2511.10098
## Special-Attacks-For-LVLM-Applications
* **Physical Backdoor Attack can Jeopardize Driving with Vision-Large-Language Models** |
@@ -638,6 +650,10 @@ Here, we've summarized existing LVLM Attack methods in our survey paper👍.
* Shaoyuan Xie, Lingdong Kong, Yuhao Dong, Chonghao Sima, Wenwei Zhang, Qi Alfred Chen, Ziwei Liu, Liang Pan
* University of California, Shanghai AI Laboratory, National University of Singapore, Nanyang Technological University, The University of Hong Kong
* [ICCV2025] https://arxiv.org/abs/2501.04003
* **JPRO: Automated Multimodal Jailbreaking via Multi-Agent Collaboration Framework** | #
* Yuxuan Zhou, Yang Bai, Kuofeng Gao, Tao Dai, Shu-Tao Xia
* Tsinghua University, Shenzhen University, ByteDance
* [Arxiv2025] https://arxiv.org/abs/2511.07315
## Benchmarks
* **Are Vision-Language Models Safe in the Wild? A Meme-Based Benchmark Study** | [Github](https://github.com/oneonlee/Meme-Safety-Bench) #