update 5.31.2024

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Daizong Liu
2024-05-31 20:19:37 +08:00
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@@ -110,10 +110,18 @@ Here, we've summarized existing LVLM Attack methods in our survey paper👍.
* [Arxiv2024] https://arxiv.org/abs/2404.10335
## Jailbreak-Attack
* **Are aligned neural networks adversarially aligned?** |
* Nicholas Carlini, Milad Nasr, Christopher A. Choquette-Choo, Matthew Jagielski, Irena Gao, Anas Awadalla, Pang Wei Koh, Daphne Ippolito, Katherine Lee, Florian Tramer, Ludwig Schmidt
* Google DeepMind, Stanford, University of Washington, ETH Zurich
* [NeurIPs2023] https://arxiv.org/abs/2306.15447
* **FigStep: Jailbreaking Large Vision-language Models via Typographic Visual Prompts** | [Github](https://github.com/ThuCCSLab/FigStep)
* Yichen Gong, Delong Ran, Jinyuan Liu, Conglei Wang, Tianshuo Cong, Anyu Wang, Sisi Duan, Xiaoyun Wang
* Tsinghua University, Shandong University, Carnegie Mellon University
* [Arxiv2023] https://arxiv.org/abs/2311.05608
* **Jailbreaking GPT-4V via Self-Adversarial Attacks with System Prompts** |
* Yuanwei Wu, Xiang Li, Yixin Liu, Pan Zhou, Lichao Sun
* Huazhong University of Science and Technology, Lehigh University
* [Arxiv2023] https://arxiv.org/abs/2311.09127
* **MM-SafetyBench: A Benchmark for Safety Evaluation of Multimodal Large Language Models** | [Github](https://github.com/isXinLiu/MM-SafetyBench)
* Xin Liu, Yichen Zhu, Jindong Gu, Yunshi Lan, Chao Yang, Yu Qiao
* Shanghai AI Laboratory, East China Normal University, Midea Group, University of Oxford
@@ -134,12 +142,34 @@ Here, we've summarized existing LVLM Attack methods in our survey paper👍.
* Zhenxing Niu, Haodong Ren, Xinbo Gao, Gang Hua, Rong Jin
* Xidian University, Wormpex AI Research, Meta
* [Arxiv2024] https://arxiv.org/abs/2402.02309
* **ImgTrojan: Jailbreaking Vision-Language Models with ONE Image** | [Github](https://github.com/xijia-tao/ImgTrojan)
* Xijia Tao, Shuai Zhong, Lei Li, Qi Liu, Lingpeng Kong
* The University of Hong Kong
* [Arxiv2024] https://arxiv.org/abs/2403.02910
* **Images are Achilles' Heel of Alignment: Exploiting Visual Vulnerabilities for Jailbreaking Multimodal Large Language Models** | [Github](https://github.com/AoiDragon/HADES)
* Yifan Li, Hangyu Guo, Kun Zhou, Wayne Xin Zhao, Ji-Rong Wen
* Renmin University of China, Beijing Key Laboratory of Big Data Management and Analysis Methods
* [Arxiv2024] https://arxiv.org/abs/2403.09792
* **Red Teaming GPT-4V: Are GPT-4V Safe Against Uni/Multi-Modal Jailbreak Attacks?** |
* Shuo Chen, Zhen Han, Bailan He, Zifeng Ding, Wenqian Yu, Philip Torr, Volker Tresp, Jindong Gu
* LMU Munich, University of Oxford, Siemens AG, Munich Center for Machine Learning, Wuhan University
* [Arxiv2024] https://arxiv.org/abs/2404.03411
* **JailBreakV-28K: A Benchmark for Assessing the Robustness of MultiModal Large Language Models against Jailbreak Attacks** | [Github](https://github.com/EddyLuo1232/JailBreakV_28K)
* Weidi Luo, Siyuan Ma, Xiaogeng Liu, Xiaoyu Guo, Chaowei Xiao
* The Ohio State University, University of Wisconsin-Madison
* [Arxiv2024] https://arxiv.org/abs/2404.03027
* **Unbridled Icarus: A Survey of the Potential Perils of Image Inputs in Multimodal Large Language Model Security** |
* Yihe Fan, Yuxin Cao, Ziyu Zhao, Ziyao Liu, Shaofeng Li
* TongJi University, Tsinghua University, Beijing University of Technology, Nanyang Technological University, Peng Cheng Laboratory
* [Arxiv2024] https://arxiv.org/abs/2404.05264
* **White-box Multimodal Jailbreaks Against Large Vision-Language Models** |
* Ruofan Wang, Xingjun Ma, Hanxu Zhou, Chuanjun Ji, Guangnan Ye, Yu-Gang Jiang
* Fudan University, Shanghai Jiao Tong University, DataGrand Tech
* [Arxiv2024] https://arxiv.org/abs/2405.17894
* **Learning To See But Forgetting To Follow: Visual Instruction Tuning Makes LLMs More Prone To Jailbreak Attacks** | [Github](https://github.com/gpantaz/vl_jailbreak)
* Georgios Pantazopoulos, Amit Parekh, Malvina Nikandrou, Alessandro Suglia
* Heriot-Watt University
* [COLINGworkshop2024] https://arxiv.org/abs/2405.04403
## Prompt-Injection