A Frustratingly Simple Yet Highly Effective Attack Baseline: Over 90% Success Rate Against the Strong Black-box Models of GPT-4.5/4o/o1

13 March 2025

Papers citing "A Frustratingly Simple Yet Highly Effective Attack Baseline: Over 90% Success Rate Against the Strong Black-box Models of GPT-4.5/4o/o1"

15 / 15 papers shown

Title
Adversarial Attacks against Closed-Source MLLMs via Feature Optimal Alignment Xiaojun Jia Sensen Gao Simeng Qin Tianyu Pang C. Du Yihao Huang Xinfeng Li Yiming Li Bo Li Yang Liu AAML 22 0 0 27 May 2025
VisionLLM v2: An End-to-End Generalist Multimodal Large Language Model for Hundreds of Vision-Language Tasks Jiannan Wu Muyan Zhong Sen Xing Zeqiang Lai Zhaoyang Liu ... Lewei Lu Tong Lu Ping Luo Yu Qiao Jifeng Dai MLLM VLM LRM 211 51 0 03 Jan 2025
Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena Lianmin Zheng Wei-Lin Chiang Ying Sheng Siyuan Zhuang Zhanghao Wu ... Dacheng Li Eric Xing Haotong Zhang Joseph E. Gonzalez Ion Stoica ALM OSLM ELM 295 4,186 0 09 Jun 2023
On Evaluating Adversarial Robustness of Large Vision-Language Models Yunqing Zhao Tianyu Pang Chao Du Xiao Yang Chongxuan Li Ngai-Man Cheung Min Lin VLM AAML MLLM 68 174 0 26 May 2023
Rethinking Model Ensemble in Transfer-based Adversarial Attacks Huanran Chen Yichi Zhang Yinpeng Dong Xiao Yang Hang Su Junyi Zhu AAML 47 62 0 16 Mar 2023
GPT-4 Technical Report OpenAI OpenAI OpenAI Josh Achiam Steven Adler Sandhini Agarwal Lama Ahmad ... Shengjia Zhao Tianhao Zheng Juntang Zhuang William Zhuk Barret Zoph LLMAG MLLM 800 13,788 0 15 Mar 2023
Frequency Domain Model Augmentation for Adversarial Attack Yuyang Long Qi-li Zhang Boheng Zeng Lianli Gao Xianglong Liu Jian Zhang Jingkuan Song AAML 53 159 0 12 Jul 2022
Flamingo: a Visual Language Model for Few-Shot Learning Jean-Baptiste Alayrac Jeff Donahue Pauline Luc Antoine Miech Iain Barr ... Mikolaj Binkowski Ricardo Barreira Oriol Vinyals Andrew Zisserman Karen Simonyan MLLM VLM 295 3,458 0 29 Apr 2022
Query-Efficient Black-box Adversarial Attacks Guided by a Transfer-based Prior Yinpeng Dong Shuyu Cheng Tianyu Pang Hang Su Jun Zhu AAML 42 57 0 13 Mar 2022
Scaling Up Vision-Language Pre-training for Image Captioning Xiaowei Hu Zhe Gan Jianfeng Wang Zhengyuan Yang Zicheng Liu Yumao Lu Lijuan Wang MLLM VLM 99 248 0 24 Nov 2021
Image Captioning for Effective Use of Language Models in Knowledge-Based Visual Question Answering Ander Salaberria Gorka Azkune Oier López de Lacalle Aitor Soroa Etxabe Eneko Agirre 63 61 0 15 Sep 2021
Learning Transferable Visual Models From Natural Language Supervision Alec Radford Jong Wook Kim Chris Hallacy Aditya A. Ramesh Gabriel Goh ... Amanda Askell Pamela Mishkin Jack Clark Gretchen Krueger Ilya Sutskever CLIP VLM 731 28,659 0 26 Feb 2021
Sharpness-Aware Minimization for Efficiently Improving Generalization Pierre Foret Ariel Kleiner H. Mobahi Behnam Neyshabur AAML 176 1,323 0 03 Oct 2020
Delving into Transferable Adversarial Examples and Black-box Attacks Yanpei Liu Xinyun Chen Chang-rui Liu D. Song AAML 133 1,727 0 08 Nov 2016
Towards Evaluating the Robustness of Neural Networks Nicholas Carlini D. Wagner OOD AAML 183 8,513 0 16 Aug 2016