Fast Adversarial Attacks on Language Models In One GPU Minute

23 February 2024

Vinu Sankar Sadasivan

Shoumik Saha

Gaurang Sriramanan

Priyatham Kattakinda

Atoosa Malemir Chegini

S. Feizi

MIALM

ArXiv PDF HTML

Papers citing "Fast Adversarial Attacks on Language Models In One GPU Minute"

31 / 31 papers shown

Title
LLM Security: Vulnerabilities, Attacks, Defenses, and Countermeasures Francisco Aguilera-Martínez Fernando Berzal PILM 45 0 0 02 May 2025
Revealing the Intrinsic Ethical Vulnerability of Aligned Large Language Models Jiawei Lian Jianhong Pan L. Wang Yi Wang Shaohui Mei Lap-Pui Chau AAML 24 0 0 07 Apr 2025
A Domain-Based Taxonomy of Jailbreak Vulnerabilities in Large Language Models Carlos Peláez-González Andrés Herrera-Poyatos Cristina Zuheros David Herrera-Poyatos Virilo Tejedor F. Herrera AAML 19 0 0 07 Apr 2025
Universal Zero-shot Embedding Inversion Collin Zhang John X. Morris Vitaly Shmatikov 40 0 0 31 Mar 2025
LLM-Safety Evaluations Lack Robustness Tim Beyer Sophie Xhonneux Simon Geisler Gauthier Gidel Leo Schwinn Stephan Günnemann ALM ELM 95 0 0 04 Mar 2025
REINFORCE Adversarial Attacks on Large Language Models: An Adaptive, Distributional, and Semantic Objective Simon Geisler Tom Wollschlager M. H. I. Abdalla Vincent Cohen-Addad Johannes Gasteiger Stephan Günnemann AAML 81 2 0 24 Feb 2025
Single-pass Detection of Jailbreaking Input in Large Language Models Leyla Naz Candogan Yongtao Wu Elias Abad Rocamora Grigorios G. Chrysos V. Cevher AAML 45 0 0 24 Feb 2025
Fast Proxies for LLM Robustness Evaluation Tim Beyer Jan Schuchardt Leo Schwinn Stephan Günnemann AAML 39 0 0 14 Feb 2025
Model Tampering Attacks Enable More Rigorous Evaluations of LLM Capabilities Zora Che Stephen Casper Robert Kirk Anirudh Satheesh Stewart Slocum ... Zikui Cai Bilal Chughtai Y. Gal Furong Huang Dylan Hadfield-Menell MU AAML ELM 78 2 0 03 Feb 2025
Smoothed Embeddings for Robust Language Models Ryo Hase Md. Rafi Ur Rashid Ashley Lewis Jing Liu T. Koike-Akino K. Parsons Y. Wang AAML 44 0 0 27 Jan 2025
New Emerged Security and Privacy of Pre-trained Model: a Survey and Outlook Meng Yang Tianqing Zhu Chi Liu Wanlei Zhou Shui Yu Philip S. Yu AAML ELM PILM 48 1 0 12 Nov 2024
Adversarial Attacks on Large Language Models Using Regularized Relaxation Samuel Jacob Chacko Sajib Biswas Chashi Mahiul Islam Fatema Tabassum Liza Xiuwen Liu AAML 26 1 0 24 Oct 2024
Iterative Self-Tuning LLMs for Enhanced Jailbreaking Capabilities Chung-En Sun Xiaodong Liu Weiwei Yang Tsui-Wei Weng Hao Cheng Aidan San Michel Galley Jianfeng Gao 37 2 0 24 Oct 2024
Erasing Conceptual Knowledge from Language Models Rohit Gandikota Sheridan Feucht Samuel Marks David Bau KELM ELM MU 40 5 0 03 Oct 2024
An Adversarial Perspective on Machine Unlearning for AI Safety Jakub Łucki Boyi Wei Yangsibo Huang Peter Henderson F. Tramèr Javier Rando MU AAML 61 31 0 26 Sep 2024
Pre-trained Encoder Inference: Revealing Upstream Encoders In Downstream Machine Learning Services Shaopeng Fu Xuexue Sun Ke Qing Tianhang Zheng Di Wang AAML MIACV SILM 41 0 0 05 Aug 2024
Can Reinforcement Learning Unlock the Hidden Dangers in Aligned Large Language Models? Mohammad Bahrami Karkevandi Nishant Vishwamitra Peyman Najafirad AAML 43 1 0 05 Aug 2024
Mission Impossible: A Statistical Perspective on Jailbreaking LLMs Jingtong Su Mingyu Lee SangKeun Lee 30 7 0 02 Aug 2024
Operationalizing a Threat Model for Red-Teaming Large Language Models (LLMs) Apurv Verma Satyapriya Krishna Sebastian Gehrmann Madhavan Seshadri Anu Pradhan Tom Ault Leslie Barrett David Rabinowitz John Doucette Nhathai Phan 47 8 0 20 Jul 2024
Machine Against the RAG: Jamming Retrieval-Augmented Generation with Blocker Documents Avital Shafran R. Schuster Vitaly Shmatikov 37 27 0 09 Jun 2024
Talking Nonsense: Probing Large Language Models' Understanding of Adversarial Gibberish Inputs Valeriia Cherepanova James Zou AAML 28 4 0 26 Apr 2024
Testing the Limits of Jailbreaking Defenses with the Purple Problem Taeyoun Kim Suhas Kotha Aditi Raghunathan AAML 36 6 0 20 Mar 2024
EasyJailbreak: A Unified Framework for Jailbreaking Large Language Models Weikang Zhou Xiao Wang Limao Xiong Han Xia Yingshuang Gu ... Lijun Li Jing Shao Tao Gui Qi Zhang Xuanjing Huang 71 29 0 18 Mar 2024
Robust Prompt Optimization for Defending Language Models Against Jailbreaking Attacks Andy Zhou Bo Li Haohan Wang AAML 27 71 0 30 Jan 2024
The Falcon Series of Open Language Models Ebtesam Almazrouei Hamza Alobeidli Abdulaziz Alshamsi Alessandro Cappelli Ruxandra-Aimée Cojocaru ... Quentin Malartic Daniele Mazzotta Badreddine Noune B. Pannier Guilherme Penedo AI4TS ALM 113 389 0 28 Nov 2023
GPTFUZZER: Red Teaming Large Language Models with Auto-Generated Jailbreak Prompts Jiahao Yu Xingwei Lin Zheng Yu Xinyu Xing SILM 110 292 0 19 Sep 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 301 11,730 0 04 Mar 2022
A Token-level Reference-free Hallucination Detection Benchmark for Free-form Text Generation Tianyu Liu Yizhe Zhang Chris Brockett Yi Mao Zhifang Sui Weizhu Chen W. Dolan HILM 217 140 0 18 Apr 2021
Gradient-based Adversarial Attacks against Text Transformers Chuan Guo Alexandre Sablayrolles Hervé Jégou Douwe Kiela SILM 98 225 0 15 Apr 2021
Extracting Training Data from Large Language Models Nicholas Carlini Florian Tramèr Eric Wallace Matthew Jagielski Ariel Herbert-Voss ... Tom B. Brown D. Song Ulfar Erlingsson Alina Oprea Colin Raffel MLAU SILM 267 1,798 0 14 Dec 2020
Generating Natural Language Adversarial Examples M. Alzantot Yash Sharma Ahmed Elgohary Bo-Jhang Ho Mani B. Srivastava Kai-Wei Chang AAML 233 909 0 21 Apr 2018