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PrisonBreak: Jailbreaking Large Language Models with Fewer Than Twenty-Five Targeted Bit-flips

10 December 2024

Papers citing "PrisonBreak: Jailbreaking Large Language Models with Fewer Than Twenty-Five Targeted Bit-flips"

50 / 56 papers shown

Title
Refusal in Language Models Is Mediated by a Single Direction Andy Arditi Oscar Obeso Aaquib Syed Daniel Paleka Nina Panickssery Wes Gurnee Neel Nanda 155 217 0 17 Jun 2024
Gemma: Open Models Based on Gemini Research and Technology Gemma Team Gemma Team Thomas Mesnard Cassidy Hardin Robert Dadashi Surya Bhupatiraju ... Armand Joulin Noah Fiedel Evan Senter Alek Andreev Kathleen Kenealy VLM LLMAG 229 506 0 13 Mar 2024
Stealing Part of a Production Language Model Nicholas Carlini Daniel Paleka Krishnamurthy Dvijotham Thomas Steinke Jonathan Hayase ... Arthur Conmy Itay Yona Eric Wallace David Rolnick Florian Tramèr MLAU AAML 58 85 0 11 Mar 2024
AutoDefense: Multi-Agent LLM Defense against Jailbreak Attacks Yifan Zeng Yiran Wu Xiao Zhang Huazheng Wang Qingyun Wu LLMAG AAML 64 77 0 02 Mar 2024
Gradient Cuff: Detecting Jailbreak Attacks on Large Language Models by Exploring Refusal Loss Landscapes Xiaomeng Hu Pin-Yu Chen Tsung-Yi Ho AAML 61 32 0 01 Mar 2024
Massive Activations in Large Language Models Mingjie Sun Xinlei Chen J. Zico Kolter Zhuang Liu 116 81 0 27 Feb 2024
Break the Breakout: Reinventing LM Defense Against Jailbreak Attacks with Self-Refinement Heegyu Kim Sehyun Yuk Hyunsouk Cho AAML 53 21 0 23 Feb 2024
tinyBenchmarks: evaluating LLMs with fewer examples Felipe Maia Polo Lucas Weber Leshem Choshen Yuekai Sun Gongjun Xu Mikhail Yurochkin ELM 100 99 0 22 Feb 2024
GradSafe: Detecting Jailbreak Prompts for LLMs via Safety-Critical Gradient Analysis Yueqi Xie Minghong Fang Renjie Pi Neil Zhenqiang Gong 113 34 0 21 Feb 2024
SafeDecoding: Defending against Jailbreak Attacks via Safety-Aware Decoding Zhangchen Xu Fengqing Jiang Luyao Niu Jinyuan Jia Bill Yuchen Lin Radha Poovendran AAML 184 111 0 14 Feb 2024
Attacking Large Language Models with Projected Gradient Descent Simon Geisler Tom Wollschlager M. H. I. Abdalla Johannes Gasteiger Stephan Günnemann AAML SILM 130 61 0 14 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 108 418 0 06 Feb 2024
On Prompt-Driven Safeguarding for Large Language Models Chujie Zheng Fan Yin Hao Zhou Fandong Meng Jie Zhou Kai-Wei Chang Minlie Huang Nanyun Peng AAML 124 63 0 31 Jan 2024
Robust Prompt Optimization for Defending Language Models Against Jailbreaking Attacks Andy Zhou Bo Li Haohan Wang AAML 119 87 0 30 Jan 2024
Intention Analysis Makes LLMs A Good Jailbreak Defender Yuqi Zhang Liang Ding Lefei Zhang Dacheng Tao LLMSV 63 29 0 12 Jan 2024
EE-LLM: Large-Scale Training and Inference of Early-Exit Large Language Models with 3D Parallelism Yanxi Chen Xuchen Pan Yaliang Li Bolin Ding Jingren Zhou LRM 95 33 0 08 Dec 2023
Read Disturbance in High Bandwidth Memory: A Detailed Experimental Study on HBM2 DRAM Chips Ataberk Olgun Majd Osseiran A. G. Yaglikçi Yahya Can Tugrul Haocong Luo Steve Rhyner Behzad Salami Juan Gómez Luna Onur Mutlu 42 10 0 23 Oct 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 128 364 0 19 Oct 2023
Fast and Robust Early-Exiting Framework for Autoregressive Language Models with Synchronized Parallel Decoding Sangmin Bae Jongwoo Ko Hwanjun Song SeYoung Yun 75 60 0 09 Oct 2023
Shadow Alignment: The Ease of Subverting Safely-Aligned Language Models Xianjun Yang Xiao Wang Qi Zhang Linda R. Petzold William Y. Wang Xun Zhao Dahua Lin 81 190 0 04 Oct 2023
AutoDAN: Generating Stealthy Jailbreak Prompts on Aligned Large Language Models Xiaogeng Liu Nan Xu Muhao Chen Chaowei Xiao SILM 90 332 0 03 Oct 2023
GPTFUZZER: Red Teaming Large Language Models with Auto-Generated Jailbreak Prompts Jiahao Yu Xingwei Lin Zheng Yu Xinyu Xing SILM 217 352 0 19 Sep 2023
Detecting Language Model Attacks with Perplexity Gabriel Alon Michael Kamfonas AAML 118 227 0 27 Aug 2023
One-bit Flip is All You Need: When Bit-flip Attack Meets Model Training Jianshuo Dong Han Qiu Yiming Li Tianwei Zhang Yuan-Fang Li Zeqi Lai Chao Zhang Shutao Xia AAML 63 14 0 12 Aug 2023
Universal and Transferable Adversarial Attacks on Aligned Language Models Andy Zou Zifan Wang Nicholas Carlini Milad Nasr J. Zico Kolter Matt Fredrikson 295 1,518 0 27 Jul 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 413 12,076 0 18 Jul 2023
Are aligned neural networks adversarially aligned? Nicholas Carlini Milad Nasr Christopher A. Choquette-Choo Matthew Jagielski Irena Gao ... Pang Wei Koh Daphne Ippolito Katherine Lee Florian Tramèr Ludwig Schmidt AAML 79 253 0 26 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 389 4,169 0 29 May 2023
LLaMA: Open and Efficient Foundation Language Models Hugo Touvron Thibaut Lavril Gautier Izacard Xavier Martinet Marie-Anne Lachaux ... Faisal Azhar Aurelien Rodriguez Armand Joulin Edouard Grave Guillaume Lample ALM PILM 1.5K 13,472 0 27 Feb 2023
Aegis: Mitigating Targeted Bit-flip Attacks against Deep Neural Networks Jialai Wang Ziyuan Zhang Meiqi Wang Han Qiu Tianwei Zhang Qi Li Zongpeng Li Tao Wei Chao Zhang AAML 76 22 0 27 Feb 2023
TrojViT: Trojan Insertion in Vision Transformers Mengxin Zheng Qian Lou Lei Jiang 152 56 0 27 Aug 2022
Versatile Weight Attack via Flipping Limited Bits Jiawang Bai Baoyuan Wu Zhifeng Li Shutao Xia AAML 61 18 0 25 Jul 2022
The Privacy Onion Effect: Memorization is Relative Nicholas Carlini Matthew Jagielski Chiyuan Zhang Nicolas Papernot Andreas Terzis Florian Tramèr PILM MIACV 125 110 0 21 Jun 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 891 13,228 0 04 Mar 2022
Ethical and social risks of harm from Language Models Laura Weidinger John F. J. Mellor Maribeth Rauh Conor Griffin J. Uesato ... Lisa Anne Hendricks William S. Isaac Sean Legassick G. Irving Iason Gabriel PILM 128 1,044 0 08 Dec 2021
DeepSteal: Advanced Model Extractions Leveraging Efficient Weight Stealing in Memories Adnan Siraj Rakin Md Hafizul Islam Chowdhuryy Fan Yao Deliang Fan AAML MIACV 79 117 0 08 Nov 2021
HASHTAG: Hash Signatures for Online Detection of Fault-Injection Attacks on Deep Neural Networks Mojan Javaheripi F. Koushanfar 71 25 0 02 Nov 2021
Uncovering In-DRAM RowHammer Protection Mechanisms: A New Methodology, Custom RowHammer Patterns, and Implications Hasan Hassan Yahya Can Tugrul Jeremie S. Kim V. V. D. Veen Kaveh Razavi O. Mutlu 89 103 0 20 Oct 2021
Don't Knock! Rowhammer at the Backdoor of DNN Models M. Tol Saad Islam Andrew J. Adiletta B. Sunar Ziming Zhang AAML 77 17 0 14 Oct 2021
RA-BNN: Constructing Robust & Accurate Binary Neural Network to Simultaneously Defend Adversarial Bit-Flip Attack and Improve Accuracy Adnan Siraj Rakin Li Yang Jingtao Li Fan Yao C. Chakrabarti Yu Cao Jae-sun Seo Deliang Fan AAML MQ 68 27 0 22 Mar 2021
BlockHammer: Preventing RowHammer at Low Cost by Blacklisting Rapidly-Accessed DRAM Rows A. G. Yaglikçi Minesh Patel Jeremie S. Kim Roknoddin Azizi Ataberk Olgun ... Jisung Park Konstantinos Kanellopoulos Taha Shahroodi Saugata Ghose O. Mutlu 104 145 0 11 Feb 2021
RADAR: Run-time Adversarial Weight Attack Detection and Accuracy Recovery Jingtao Li Adnan Siraj Rakin Zhezhi He Deliang Fan C. Chakrabarti AAML 59 42 0 20 Jan 2021
Language Models are Few-Shot Learners Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 904 42,463 0 28 May 2020
TRRespass: Exploiting the Many Sides of Target Row Refresh Pietro Frigo Emanuele Vannacci Hasan Hassan V. V. D. Veen O. Mutlu Cristiano Giuffrida H. Bos Kaveh Razavi 53 232 0 03 Apr 2020
DeepHammer: Depleting the Intelligence of Deep Neural Networks through Targeted Chain of Bit Flips Fan Yao Adnan Siraj Rakin Deliang Fan AAML 93 161 0 30 Mar 2020
A Primer in BERTology: What we know about how BERT works Anna Rogers Olga Kovaleva Anna Rumshisky OffRL 106 1,503 0 27 Feb 2020
PyTorch: An Imperative Style, High-Performance Deep Learning Library Adam Paszke Sam Gross Francisco Massa Adam Lerer James Bradbury ... Sasank Chilamkurthy Benoit Steiner Lu Fang Junjie Bai Soumith Chintala ODL 568 42,677 0 03 Dec 2019
TBT: Targeted Neural Network Attack with Bit Trojan Adnan Siraj Rakin Zhezhi He Deliang Fan AAML 59 215 0 10 Sep 2019
High Accuracy and High Fidelity Extraction of Neural Networks Matthew Jagielski Nicholas Carlini David Berthelot Alexey Kurakin Nicolas Papernot MLAU MIACV 81 381 0 03 Sep 2019
Terminal Brain Damage: Exposing the Graceless Degradation in Deep Neural Networks Under Hardware Fault Attacks Sanghyun Hong Pietro Frigo Yigitcan Kaya Cristiano Giuffrida Tudor Dumitras AAML 56 213 0 03 Jun 2019