Align in Depth: Defending Jailbreak Attacks via Progressive Answer Detoxification

14 March 2025

Papers citing "Align in Depth: Defending Jailbreak Attacks via Progressive Answer Detoxification"

19 / 19 papers shown

Title
One Trigger Token Is Enough: A Defense Strategy for Balancing Safety and Usability in Large Language Models Haoran Gu Handing Wang Yi Mei Mengjie Zhang Yaochu Jin 48 0 0 12 May 2025
Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters Charlie Snell Jaehoon Lee Kelvin Xu Aviral Kumar LRM 176 644 0 06 Aug 2024
Why Are My Prompts Leaked? Unraveling Prompt Extraction Threats in Customized Large Language Models Zi Liang Haibo Hu Qingqing Ye Yaxin Xiao Haoyang Li AAML ELM SILM 119 8 0 05 Aug 2024
WildGuard: Open One-Stop Moderation Tools for Safety Risks, Jailbreaks, and Refusals of LLMs Seungju Han Kavel Rao Allyson Ettinger Liwei Jiang Bill Yuchen Lin Nathan Lambert Yejin Choi Nouha Dziri 111 96 0 26 Jun 2024
OR-Bench: An Over-Refusal Benchmark for Large Language Models Justin Cui Wei-Lin Chiang Ion Stoica Cho-Jui Hsieh ALM 138 50 0 31 May 2024
PLeak: Prompt Leaking Attacks against Large Language Model Applications Bo Hui Haolin Yuan Neil Zhenqiang Gong Philippe Burlina Yinzhi Cao AAML LLMAG SILM 112 43 0 10 May 2024
SongComposer: A Large Language Model for Lyric and Melody Generation in Song Composition Shuangrui Ding Zihan Liu Xiao-wen Dong Pan Zhang Rui Qian Junhao Huang Conghui He Jiaqi Wang Jiaqi Wang 89 23 0 27 Feb 2024
Defending LLMs against Jailbreaking Attacks via Backtranslation Yihan Wang Zhouxing Shi Andrew Bai Cho-Jui Hsieh AAML 70 38 0 26 Feb 2024
Medusa: Simple LLM Inference Acceleration Framework with Multiple Decoding Heads Tianle Cai Yuhong Li Zhengyang Geng Hongwu Peng Jason D. Lee De-huai Chen Tri Dao 124 299 0 19 Jan 2024
SmoothLLM: Defending Large Language Models Against Jailbreaking Attacks Alexander Robey Eric Wong Hamed Hassani George J. Pappas AAML 115 252 0 05 Oct 2023
GPTFUZZER: Red Teaming Large Language Models with Auto-Generated Jailbreak Prompts Jiahao Yu Xingwei Lin Zheng Yu Xinyu Xing SILM 179 342 0 19 Sep 2023
Defending Against Alignment-Breaking Attacks via Robustly Aligned LLM Bochuan Cao Yu Cao Lu Lin Jinghui Chen AAML 57 148 0 18 Sep 2023
Demystifying RCE Vulnerabilities in LLM-Integrated Apps Tong Liu Zizhuang Deng Guozhu Meng Yuekang Li Kai Chen SILM 96 21 0 06 Sep 2023
DecodingTrust: A Comprehensive Assessment of Trustworthiness in GPT Models Wei Ping Weixin Chen Hengzhi Pei Chulin Xie Mintong Kang ... Zinan Lin Yuk-Kit Cheng Sanmi Koyejo D. Song Yue Liu 95 416 0 20 Jun 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 385 3,981 0 29 May 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 874 12,973 0 04 Mar 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 814 9,387 0 28 Jan 2022
Towards Deep Learning Models Resistant to Adversarial Attacks Aleksander Madry Aleksandar Makelov Ludwig Schmidt Dimitris Tsipras Adrian Vladu SILM OOD 307 12,069 0 19 Jun 2017
Explaining and Harnessing Adversarial Examples Ian Goodfellow Jonathon Shlens Christian Szegedy AAML GAN 277 19,066 0 20 Dec 2014