AmpleGCG-Plus: A Strong Generative Model of Adversarial Suffixes to Jailbreak LLMs with Higher Success Rates in Fewer Attempts

29 October 2024

Papers citing "AmpleGCG-Plus: A Strong Generative Model of Adversarial Suffixes to Jailbreak LLMs with Higher Success Rates in Fewer Attempts"

26 / 26 papers shown

Title
Using Mechanistic Interpretability to Craft Adversarial Attacks against Large Language Models Thomas Winninger Boussad Addad Katarzyna Kapusta AAML 126 1 0 08 Mar 2025
AutoDAN-Turbo: A Lifelong Agent for Strategy Self-Exploration to Jailbreak LLMs Xiaogeng Liu Peiran Li Edward Suh Yevgeniy Vorobeychik Zhuoqing Mao Somesh Jha Patrick McDaniel Huan Sun Bo Li Chaowei Xiao 123 32 0 03 Oct 2024
Language Models as Models of Language Raphaël Millière 51 23 0 13 Aug 2024
Does Refusal Training in LLMs Generalize to the Past Tense? Maksym Andriushchenko Nicolas Flammarion 123 35 0 16 Jul 2024
WildTeaming at Scale: From In-the-Wild Jailbreaks to (Adversarially) Safer Language Models Liwei Jiang Kavel Rao Seungju Han Allyson Ettinger Faeze Brahman ... Niloofar Mireshghallah Ximing Lu Maarten Sap Yejin Choi Nouha Dziri 66 72 0 26 Jun 2024
AmpleGCG: Learning a Universal and Transferable Generative Model of Adversarial Suffixes for Jailbreaking Both Open and Closed LLMs Zeyi Liao Huan Sun AAML 83 95 0 11 Apr 2024
Transformer-based Causal Language Models Perform Clustering Xinbo Wu Lav Varshney 69 6 0 19 Feb 2024
HarmBench: A Standardized Evaluation Framework for Automated Red Teaming and Robust Refusal Mantas Mazeika Long Phan Xuwang Yin Andy Zou Zifan Wang ... Nathaniel Li Steven Basart Bo Li David A. Forsyth Dan Hendrycks AAML 106 417 0 06 Feb 2024
How Johnny Can Persuade LLMs to Jailbreak Them: Rethinking Persuasion to Challenge AI Safety by Humanizing LLMs Yi Zeng Hongpeng Lin Jingwen Zhang Diyi Yang Ruoxi Jia Weiyan Shi 95 317 0 12 Jan 2024
Llama Guard: LLM-based Input-Output Safeguard for Human-AI Conversations Hakan Inan Kartikeya Upasani Jianfeng Chi Rashi Rungta Krithika Iyer ... Michael Tontchev Qing Hu Brian Fuller Davide Testuggine Madian Khabsa AI4MH 165 463 0 07 Dec 2023
Scalable and Transferable Black-Box Jailbreaks for Language Models via Persona Modulation Rusheb Shah Quentin Feuillade--Montixi Soroush Pour Arush Tagade Stephen Casper Javier Rando 86 138 0 06 Nov 2023
Safe RLHF: Safe Reinforcement Learning from Human Feedback Josef Dai Xuehai Pan Ruiyang Sun Jiaming Ji Xinbo Xu Mickel Liu Yizhou Wang Yaodong Yang 126 362 0 19 Oct 2023
Jailbreaking Black Box Large Language Models in Twenty Queries Patrick Chao Alexander Robey Yan Sun Hamed Hassani George J. Pappas Eric Wong AAML 139 707 0 12 Oct 2023
Catastrophic Jailbreak of Open-source LLMs via Exploiting Generation Yangsibo Huang Samyak Gupta Mengzhou Xia Kai Li Danqi Chen AAML 73 311 0 10 Oct 2023
Jailbreak and Guard Aligned Language Models with Only Few In-Context Demonstrations Zeming Wei Yifei Wang Ang Li Yichuan Mo Yisen Wang 105 278 0 10 Oct 2023
SmoothLLM: Defending Large Language Models Against Jailbreaking Attacks Alexander Robey Eric Wong Hamed Hassani George J. Pappas AAML 126 257 0 05 Oct 2023
GPTFUZZER: Red Teaming Large Language Models with Auto-Generated Jailbreak Prompts Jiahao Yu Xingwei Lin Zheng Yu Xinyu Xing SILM 211 352 0 19 Sep 2023
Baseline Defenses for Adversarial Attacks Against Aligned Language Models Neel Jain Avi Schwarzschild Yuxin Wen Gowthami Somepalli John Kirchenbauer Ping Yeh-Chiang Micah Goldblum Aniruddha Saha Jonas Geiping Tom Goldstein AAML 144 409 0 01 Sep 2023
Llama 2: Open Foundation and Fine-Tuned Chat Models Hugo Touvron Louis Martin Kevin R. Stone Peter Albert Amjad Almahairi ... Sharan Narang Aurelien Rodriguez Robert Stojnic Sergey Edunov Thomas Scialom AI4MH ALM 403 12,076 0 18 Jul 2023
Jailbroken: How Does LLM Safety Training Fail? Alexander Wei Nika Haghtalab Jacob Steinhardt 209 1,001 0 05 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 389 4,163 0 29 May 2023
QLoRA: Efficient Finetuning of Quantized LLMs Tim Dettmers Artidoro Pagnoni Ari Holtzman Luke Zettlemoyer ALM 154 2,611 0 23 May 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 1.5K 14,761 0 15 Mar 2023
Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback Yuntao Bai Andy Jones Kamal Ndousse Amanda Askell Anna Chen ... Jack Clark Sam McCandlish C. Olah Benjamin Mann Jared Kaplan 256 2,623 0 12 Apr 2022
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 888 13,207 0 04 Mar 2022
Diverse Beam Search: Decoding Diverse Solutions from Neural Sequence Models Ashwin K. Vijayakumar Michael Cogswell Ramprasaath R. Selvaraju Q. Sun Stefan Lee David J. Crandall Dhruv Batra 91 555 0 07 Oct 2016