Comprehensive Assessment of Jailbreak Attacks Against LLMs

8 February 2024

Michael Backes

Papers citing "Comprehensive Assessment of Jailbreak Attacks Against LLMs"

44 / 44 papers shown

Title
LLM Security: Vulnerabilities, Attacks, Defenses, and Countermeasures Francisco Aguilera-Martínez Fernando Berzal PILM 45 0 0 02 May 2025
XBreaking: Explainable Artificial Intelligence for Jailbreaking LLMs Marco Arazzi Vignesh Kumar Kembu Antonino Nocera V. P. 76 0 0 30 Apr 2025
JailbreaksOverTime: Detecting Jailbreak Attacks Under Distribution Shift Julien Piet Xiao Huang Dennis Jacob Annabella Chow Maha Alrashed Geng Zhao Zhanhao Hu Chawin Sitawarin Basel Alomair David A. Wagner AAML 63 0 0 28 Apr 2025
T2VShield: Model-Agnostic Jailbreak Defense for Text-to-Video Models Siyuan Liang Jiayang Liu Jiecheng Zhai Tianmeng Fang Rongcheng Tu A. Liu Xiaochun Cao Dacheng Tao VGen 49 0 0 22 Apr 2025
EmoAgent: Assessing and Safeguarding Human-AI Interaction for Mental Health Safety Jiahao Qiu Yinghui He Xinzhe Juan Y. Wang Y. Liu Zixin Yao Yue Wu Xun Jiang L. Yang Mengdi Wang AI4MH 65 0 0 13 Apr 2025
STShield: Single-Token Sentinel for Real-Time Jailbreak Detection in Large Language Models Xunguang Wang Wenxuan Wang Zhenlan Ji Zongjie Li Pingchuan Ma Daoyuan Wu Shuai Wang 48 0 0 23 Mar 2025
Be a Multitude to Itself: A Prompt Evolution Framework for Red Teaming Rui Li Peiyi Wang Jingyuan Ma Di Zhang Lei Sha Zhifang Sui LLMAG 44 0 0 22 Feb 2025
Bridging the Safety Gap: A Guardrail Pipeline for Trustworthy LLM Inferences Shanshan Han Salman Avestimehr Chaoyang He 71 0 0 12 Feb 2025
Cannot or Should Not? Automatic Analysis of Refusal Composition in IFT/RLHF Datasets and Refusal Behavior of Black-Box LLMs Alexander von Recum Christoph Schnabl Gabor Hollbeck Silas Alberti Philip Blinde Marvin von Hagen 90 2 0 22 Dec 2024
Steering Language Model Refusal with Sparse Autoencoders Kyle O'Brien David Majercak Xavier Fernandes Richard Edgar Jingya Chen Harsha Nori Dean Carignan Eric Horvitz Forough Poursabzi-Sangde LLMSV 54 10 0 18 Nov 2024
Extracting Unlearned Information from LLMs with Activation Steering Atakan Seyitoğlu A. Kuvshinov Leo Schwinn Stephan Günnemann MU LLMSV 40 3 0 04 Nov 2024
Desert Camels and Oil Sheikhs: Arab-Centric Red Teaming of Frontier LLMs Muhammed Saeed Elgizouli Mohamed Mukhtar Mohamed Shaina Raza Muhammad Abdul-Mageed Shady Shehata 33 0 0 31 Oct 2024
Insights and Current Gaps in Open-Source LLM Vulnerability Scanners: A Comparative Analysis Jonathan Brokman Omer Hofman Oren Rachmil Inderjeet Singh Vikas Pahuja Rathina Sabapathy Aishvariya Priya Amit Giloni Roman Vainshtein Hisashi Kojima 24 1 0 21 Oct 2024
BlackDAN: A Black-Box Multi-Objective Approach for Effective and Contextual Jailbreaking of Large Language Models Xinyuan Wang Victor Shea-Jay Huang Renmiao Chen Hao Wang C. Pan Lei Sha Minlie Huang AAML 23 2 0 13 Oct 2024
Harmful Fine-tuning Attacks and Defenses for Large Language Models: A Survey Tiansheng Huang Sihao Hu Fatih Ilhan Selim Furkan Tekin Ling Liu AAML 38 21 0 26 Sep 2024
PathSeeker: Exploring LLM Security Vulnerabilities with a Reinforcement Learning-Based Jailbreak Approach Zhihao Lin Wei Ma Mingyi Zhou Yanjie Zhao Haoyu Wang Yang Liu Jun Wang Li Li AAML 30 5 0 21 Sep 2024
Legilimens: Practical and Unified Content Moderation for Large Language Model Services Jialin Wu Jiangyi Deng Shengyuan Pang Yanjiao Chen Jiayang Xu Xinfeng Li Wenyuan Xu 32 6 0 28 Aug 2024
BadRobot: Jailbreaking Embodied LLMs in the Physical World Hangtao Zhang Chenyu Zhu Xianlong Wang Ziqi Zhou Yichen Wang ... Shengshan Hu Leo Yu Zhang Aishan Liu Peijin Guo Leo Yu Zhang LM&Ro 40 6 0 16 Jul 2024
Jailbreak Attacks and Defenses Against Large Language Models: A Survey Sibo Yi Yule Liu Zhen Sun Tianshuo Cong Xinlei He Jiaxing Song Ke Xu Qi Li AAML 34 77 0 05 Jul 2024
A Survey on Privacy Attacks Against Digital Twin Systems in AI-Robotics Ivan A. Fernandez Subash Neupane Trisha Chakraborty Shaswata Mitra Sudip Mittal Nisha Pillai Jingdao Chen Shahram Rahimi 47 1 0 27 Jun 2024
Jailbreaking LLMs with Arabic Transliteration and Arabizi Mansour Al Ghanim Saleh Almohaimeed Mengxin Zheng Yan Solihin Qian Lou 21 0 0 26 Jun 2024
Poisoned LangChain: Jailbreak LLMs by LangChain Ziqiu Wang Jun Liu Shengkai Zhang Yang Yang 18 7 0 26 Jun 2024
Logicbreaks: A Framework for Understanding Subversion of Rule-based Inference Anton Xue Avishree Khare Rajeev Alur Surbhi Goel Eric Wong 39 2 0 21 Jun 2024
SHIELD: Evaluation and Defense Strategies for Copyright Compliance in LLM Text Generation Xiaoze Liu Ting Sun Tianyang Xu Feijie Wu Cunxiang Wang Xiaoqian Wang Jing Gao AAML DeLMO AILaw 31 3 0 18 Jun 2024
[WIP] Jailbreak Paradox: The Achilles' Heel of LLMs Abhinav Rao Monojit Choudhury Somak Aditya 14 0 0 18 Jun 2024
Refusal in Language Models Is Mediated by a Single Direction Andy Arditi Oscar Obeso Aaquib Syed Daniel Paleka Nina Panickssery Wes Gurnee Neel Nanda 45 130 0 17 Jun 2024
TorchOpera: A Compound AI System for LLM Safety Shanshan Han Yuhang Yao Zijian Hu Dimitris Stripelis Zhaozhuo Xu Chaoyang He LLMAG 29 0 0 16 Jun 2024
Bag of Tricks: Benchmarking of Jailbreak Attacks on LLMs Zhao Xu Fan Liu Hao Liu AAML 35 7 0 13 Jun 2024
JailbreakEval: An Integrated Toolkit for Evaluating Jailbreak Attempts Against Large Language Models Delong Ran Jinyuan Liu Yichen Gong Jingyi Zheng Xinlei He Tianshuo Cong Anyu Wang ELM 42 10 0 13 Jun 2024
SelfDefend: LLMs Can Defend Themselves against Jailbreaking in a Practical Manner Xunguang Wang Daoyuan Wu Zhenlan Ji Zongjie Li Pingchuan Ma Shuai Wang Yingjiu Li Yang Liu Ning Liu Juergen Rahmel AAML 64 6 0 08 Jun 2024
Adversarial Tuning: Defending Against Jailbreak Attacks for LLMs Fan Liu Zhao Xu Hao Liu AAML 43 9 0 07 Jun 2024
AutoJailbreak: Exploring Jailbreak Attacks and Defenses through a Dependency Lens Lin Lu Hai Yan Zenghui Yuan Jiawen Shi Wenqi Wei Pin-Yu Chen Pan Zhou AAML 44 8 0 06 Jun 2024
Improved Techniques for Optimization-Based Jailbreaking on Large Language Models Xiaojun Jia Tianyu Pang Chao Du Yihao Huang Jindong Gu Yang Liu Xiaochun Cao Min-Bin Lin AAML 44 22 0 31 May 2024
Voice Jailbreak Attacks Against GPT-4o Xinyue Shen Yixin Wu Michael Backes Yang Zhang AuLLM 26 9 0 29 May 2024
Model Editing as a Robust and Denoised variant of DPO: A Case Study on Toxicity Rheeya Uppaal Apratim De Yiting He Yiquao Zhong Junjie Hu 29 7 0 22 May 2024
When LLMs Meet Cybersecurity: A Systematic Literature Review Jie Zhang Haoyu Bu Hui Wen Yu Chen Lun Li Hongsong Zhu 24 36 0 06 May 2024
JailbreakLens: Visual Analysis of Jailbreak Attacks Against Large Language Models Yingchaojie Feng Zhizhang Chen Zhining Kang Sijia Wang Minfeng Zhu Wei Zhang Wei Chen 32 3 0 12 Apr 2024
LLMs Can Defend Themselves Against Jailbreaking in a Practical Manner: A Vision Paper Daoyuan Wu Shuaibao Wang Yang Liu Ning Liu AAML 37 7 0 24 Feb 2024
Security and Privacy Challenges of Large Language Models: A Survey B. Das M. H. Amini Yanzhao Wu PILM ELM 17 98 0 30 Jan 2024
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
Robustness Over Time: Understanding Adversarial Examples' Effectiveness on Longitudinal Versions of Large Language Models Yugeng Liu Tianshuo Cong Zhengyu Zhao Michael Backes Yun Shen Yang Zhang AAML 14 6 0 15 Aug 2023
MGTBench: Benchmarking Machine-Generated Text Detection Xinlei He Xinyue Shen Z. Chen Michael Backes Yang Zhang DeLMO 48 99 0 26 Mar 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
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 264 1,798 0 14 Dec 2020