Seeing the Threat: Vulnerabilities in Vision-Language Models to Adversarial Attack

Seeing the Threat: Vulnerabilities in Vision-Language Models to Adversarial Attack

28 May 2025

Papers citing "Seeing the Threat: Vulnerabilities in Vision-Language Models to Adversarial Attack"

13 / 13 papers shown

Title
BlueSuffix: Reinforced Blue Teaming for Vision-Language Models Against Jailbreak Attacks Yunhan Zhao Xiang Zheng Lin Luo Yige Li Xingjun Ma Yu-Gang Jiang VLM AAML 84 6 0 28 Oct 2024
ETA: Evaluating Then Aligning Safety of Vision Language Models at Inference Time Yi Ding Bolian Li Ruqi Zhang MLLM 101 13 0 09 Oct 2024
Safeguarding Vision-Language Models Against Patched Visual Prompt Injectors Jiachen Sun Changsheng Wang Jiong Wang Yiwei Zhang Chaowei Xiao AAML VLM 69 4 0 17 May 2024
Images are Achilles' Heel of Alignment: Exploiting Visual Vulnerabilities for Jailbreaking Multimodal Large Language Models Yifan Li Hangyu Guo Kun Zhou Wayne Xin Zhao Ji-Rong Wen 92 48 0 14 Mar 2024
Eyes Closed, Safety On: Protecting Multimodal LLMs via Image-to-Text Transformation Yunhao Gou Kai Chen Zhili Liu Lanqing Hong Hang Xu Zhenguo Li Dit-Yan Yeung James T. Kwok Yu Zhang MLLM 75 48 0 14 Mar 2024
AdaShield: Safeguarding Multimodal Large Language Models from Structure-based Attack via Adaptive Shield Prompting Yu Wang Xiaogeng Liu Yu-Feng Li Muhao Chen Chaowei Xiao AAML 77 57 0 14 Mar 2024
FigStep: Jailbreaking Large Vision-Language Models via Typographic Visual Prompts Yichen Gong Delong Ran Jinyuan Liu Conglei Wang Tianshuo Cong Anyu Wang Sisi Duan Xiaoyun Wang MLLM 205 147 0 09 Nov 2023
Catastrophic Jailbreak of Open-source LLMs via Exploiting Generation Yangsibo Huang Samyak Gupta Mengzhou Xia Kai Li Danqi Chen AAML 51 301 0 10 Oct 2023
Fine-tuning Aligned Language Models Compromises Safety, Even When Users Do Not Intend To! Xiangyu Qi Yi Zeng Tinghao Xie Pin-Yu Chen Ruoxi Jia Prateek Mittal Peter Henderson SILM 105 602 0 05 Oct 2023
Jailbreak in pieces: Compositional Adversarial Attacks on Multi-Modal Language Models Erfan Shayegani Yue Dong Nael B. Abu-Ghazaleh 85 144 0 26 Jul 2023
Direct Preference Optimization: Your Language Model is Secretly a Reward Model Rafael Rafailov Archit Sharma E. Mitchell Stefano Ermon Christopher D. Manning Chelsea Finn ALM 313 3,895 0 29 May 2023
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 765 12,835 0 04 Mar 2022
Proximal Policy Optimization Algorithms John Schulman Filip Wolski Prafulla Dhariwal Alec Radford Oleg Klimov OffRL 444 18,931 0 20 Jul 2017