Title
Bridging Today and the Future of Humanity: AI Safety in 2024 and Beyond Shanshan Han 87 1 0 09 Oct 2024
ETA: Evaluating Then Aligning Safety of Vision Language Models at Inference Time Yi Ding Bolian Li Ruqi Zhang MLLM 72 7 0 09 Oct 2024
Functional Homotopy: Smoothing Discrete Optimization via Continuous Parameters for LLM Jailbreak Attacks Zi Wang Divyam Anshumaan Ashish Hooda Yudong Chen Somesh Jha AAML 40 0 0 05 Oct 2024
A Probabilistic Perspective on Unlearning and Alignment for Large Language Models Yan Scholten Stephan Günnemann Leo Schwinn MU 63 6 0 04 Oct 2024
Output Scouting: Auditing Large Language Models for Catastrophic Responses Andrew Bell Joao Fonseca KELM 56 1 0 04 Oct 2024
Surgical, Cheap, and Flexible: Mitigating False Refusal in Language Models via Single Vector Ablation Xinpeng Wang Chengzhi Hu Paul Röttger Barbara Plank 46 6 0 04 Oct 2024
Jailbreak Antidote: Runtime Safety-Utility Balance via Sparse Representation Adjustment in Large Language Models Guobin Shen Dongcheng Zhao Yiting Dong Xiang He Yi Zeng AAML 50 0 0 03 Oct 2024
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 37 18 0 03 Oct 2024
Endless Jailbreaks with Bijection Learning Brian R. Y. Huang Maximilian Li Leonard Tang AAML 81 5 0 02 Oct 2024
HarmAug: Effective Data Augmentation for Knowledge Distillation of Safety Guard Models Seanie Lee Haebin Seong Dong Bok Lee Minki Kang Xiaoyin Chen Dominik Wagner Yoshua Bengio Juho Lee Sung Ju Hwang 67 3 0 02 Oct 2024
Robust LLM safeguarding via refusal feature adversarial training L. Yu Virginie Do Karen Hambardzumyan Nicola Cancedda AAML 62 10 0 30 Sep 2024
Holistic Automated Red Teaming for Large Language Models through Top-Down Test Case Generation and Multi-turn Interaction Jinchuan Zhang Yan Zhou Yaxin Liu Ziming Li Songlin Hu AAML 34 3 0 25 Sep 2024
Securing Vision-Language Models with a Robust Encoder Against Jailbreak and Adversarial Attacks Md Zarif Hossain Ahmed Imteaj AAML VLM 48 3 0 11 Sep 2024
Recent Advances in Attack and Defense Approaches of Large Language Models Jing Cui Yishi Xu Zhewei Huang Shuchang Zhou Jianbin Jiao Junge Zhang PILM AAML 57 1 0 05 Sep 2024
Bi-Factorial Preference Optimization: Balancing Safety-Helpfulness in Language Models Wenxuan Zhang Philip Torr Mohamed Elhoseiny Adel Bibi 88 10 0 27 Aug 2024
Tamper-Resistant Safeguards for Open-Weight LLMs Rishub Tamirisa Bhrugu Bharathi Long Phan Andy Zhou Alice Gatti ... Andy Zou Dawn Song Bo Li Dan Hendrycks Mantas Mazeika AAML MU 53 43 0 01 Aug 2024
Does Refusal Training in LLMs Generalize to the Past Tense? Maksym Andriushchenko Nicolas Flammarion 50 28 0 16 Jul 2024
T2VSafetyBench: Evaluating the Safety of Text-to-Video Generative Models Yibo Miao Yifan Zhu Yinpeng Dong Lijia Yu Jun Zhu Xiao-Shan Gao EGVM 43 12 0 08 Jul 2024
Badllama 3: removing safety finetuning from Llama 3 in minutes Dmitrii Volkov 26 4 0 01 Jul 2024
SORRY-Bench: Systematically Evaluating Large Language Model Safety Refusal Tinghao Xie Xiangyu Qi Yi Zeng Yangsibo Huang Udari Madhushani Sehwag ... Bo Li Kai Li Danqi Chen Peter Henderson Prateek Mittal ALM ELM 58 55 0 20 Jun 2024
"Not Aligned" is Not "Malicious": Being Careful about Hallucinations of Large Language Models' Jailbreak Lingrui Mei Shenghua Liu Yiwei Wang Baolong Bi Jiayi Mao Xueqi Cheng AAML 47 10 0 17 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 47 10 0 13 Jun 2024
CS-Bench: A Comprehensive Benchmark for Large Language Models towards Computer Science Mastery Xiaoshuai Song Muxi Diao Guanting Dong Zhengyang Wang Yujia Fu ... Yejie Wang Zhuoma Gongque Jianing Yu Qiuna Tan Weiran Xu ELM 55 11 0 12 Jun 2024
Annotation alignment: Comparing LLM and human annotations of conversational safety Rajiv Movva Pang Wei Koh Emma Pierson ALM 39 3 0 10 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 79 8 0 08 Jun 2024
Voice Jailbreak Attacks Against GPT-4o Xinyue Shen Yixin Wu Michael Backes Yang Zhang AuLLM 40 11 0 29 May 2024
Learning diverse attacks on large language models for robust red-teaming and safety tuning Seanie Lee Minsu Kim Lynn Cherif David Dobre Juho Lee ... Kenji Kawaguchi Gauthier Gidel Yoshua Bengio Nikolay Malkin Moksh Jain AAML 63 12 0 28 May 2024
Visual-RolePlay: Universal Jailbreak Attack on MultiModal Large Language Models via Role-playing Image Character Siyuan Ma Weidi Luo Yu Wang Xiaogeng Liu 38 21 0 25 May 2024
Don't Say No: Jailbreaking LLM by Suppressing Refusal Yukai Zhou Wenjie Wang AAML 42 15 0 25 Apr 2024
SafetyPrompts: a Systematic Review of Open Datasets for Evaluating and Improving Large Language Model Safety Paul Röttger Fabio Pernisi Bertie Vidgen Dirk Hovy ELM KELM 60 32 0 08 Apr 2024
Jailbreaking Leading Safety-Aligned LLMs with Simple Adaptive Attacks Maksym Andriushchenko Francesco Croce Nicolas Flammarion AAML 97 164 0 02 Apr 2024
Great, Now Write an Article About That: The Crescendo Multi-Turn LLM Jailbreak Attack M. Russinovich Ahmed Salem Ronen Eldan 56 78 0 02 Apr 2024
Attacking Large Language Models with Projected Gradient Descent Simon Geisler Tom Wollschlager M. H. I. Abdalla Johannes Gasteiger Stephan Günnemann AAML SILM 49 50 0 14 Feb 2024
Soft Prompt Threats: Attacking Safety Alignment and Unlearning in Open-Source LLMs through the Embedding Space Leo Schwinn David Dobre Sophie Xhonneux Gauthier Gidel Stephan Gunnemann AAML 51 38 0 14 Feb 2024
Will releasing the weights of future large language models grant widespread access to pandemic agents? Anjali Gopal Nathan Helm-Burger Lenni Justen Emily H. Soice Tiffany Tzeng Geetha Jeyapragasan Simon Grimm Benjamin Mueller K. Esvelt 42 16 0 25 Oct 2023
Red Teaming Language Models to Reduce Harms: Methods, Scaling Behaviors, and Lessons Learned Deep Ganguli Liane Lovitt John Kernion Amanda Askell Yuntao Bai ... Nicholas Joseph Sam McCandlish C. Olah Jared Kaplan Jack Clark 231 447 0 23 Aug 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 369 12,081 0 04 Mar 2022
Gradient-based Adversarial Attacks against Text Transformers Chuan Guo Alexandre Sablayrolles Hervé Jégou Douwe Kiela SILM 106 227 0 15 Apr 2021
RobustBench: a standardized adversarial robustness benchmark Francesco Croce Maksym Andriushchenko Vikash Sehwag Edoardo Debenedetti Nicolas Flammarion M. Chiang Prateek Mittal Matthias Hein VLM 234 680 0 19 Oct 2020
FreeLB: Enhanced Adversarial Training for Natural Language Understanding Chen Zhu Yu Cheng Zhe Gan S. Sun Tom Goldstein Jingjing Liu AAML 232 438 0 25 Sep 2019
Adversarial Example Generation with Syntactically Controlled Paraphrase Networks Mohit Iyyer John Wieting Kevin Gimpel Luke Zettlemoyer AAML GAN 205 713 0 17 Apr 2018