Detecting Language Model Attacks with Perplexity

27 August 2023

Papers citing "Detecting Language Model Attacks with Perplexity"

30 / 30 papers shown

Title
LLM Security: Vulnerabilities, Attacks, Defenses, and Countermeasures Francisco Aguilera-Martínez Fernando Berzal PILM 48 0 0 02 May 2025
Attack and defense techniques in large language models: A survey and new perspectives Zhiyu Liao Kang Chen Yuanguo Lin Kangkang Li Yunxuan Liu Hefeng Chen Xingwang Huang Yuanhui Yu AAML 54 0 0 02 May 2025
Prompt Injection Attack to Tool Selection in LLM Agents Jiawen Shi Zenghui Yuan Guiyao Tie Pan Zhou Neil Zhenqiang Gong Lichao Sun LLMAG 51 0 0 28 Apr 2025
A generative approach to LLM harmfulness detection with special red flag tokens Sophie Xhonneux David Dobre Mehrnaz Mohfakhami Leo Schwinn Gauthier Gidel 45 1 0 22 Feb 2025
DELMAN: Dynamic Defense Against Large Language Model Jailbreaking with Model Editing Yi Wang Fenghua Weng S. Yang Zhan Qin Minlie Huang Wenjie Wang KELM AAML 43 0 0 17 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
Time-Reversal Provides Unsupervised Feedback to LLMs Yerram Varun Rahul Madhavan Sravanti Addepalli A. Suggala Karthikeyan Shanmugam Prateek Jain LRM SyDa 64 0 0 03 Dec 2024
Attention Tracker: Detecting Prompt Injection Attacks in LLMs Kuo-Han Hung Ching-Yun Ko Ambrish Rawat I-Hsin Chung Winston H. Hsu Pin-Yu Chen 46 7 0 01 Nov 2024
BlueSuffix: Reinforced Blue Teaming for Vision-Language Models Against Jailbreak Attacks Yunhan Zhao Xiang Zheng Lin Luo Yige Li Xingjun Ma Yu-Gang Jiang VLM AAML 52 3 0 28 Oct 2024
Stealthy Jailbreak Attacks on Large Language Models via Benign Data Mirroring Honglin Mu Han He Yuxin Zhou Yunlong Feng Yang Xu ... Zeming Liu Xudong Han Qi Shi Qingfu Zhu Wanxiang Che AAML 33 1 0 28 Oct 2024
Enhancing Safety in Reinforcement Learning with Human Feedback via Rectified Policy Optimization Xiyue Peng Hengquan Guo Jiawei Zhang Dongqing Zou Ziyu Shao Honghao Wei Xin Liu 32 0 0 25 Oct 2024
RePD: Defending Jailbreak Attack through a Retrieval-based Prompt Decomposition Process Peiran Wang Xiaogeng Liu Chaowei Xiao AAML 24 3 0 11 Oct 2024
Root Defence Strategies: Ensuring Safety of LLM at the Decoding Level Xinyi Zeng Yuying Shang Yutao Zhu Jingyuan Zhang Yu Tian AAML 51 2 0 09 Oct 2024
Cheating Automatic LLM Benchmarks: Null Models Achieve High Win Rates Xiaosen Zheng Tianyu Pang Chao Du Qian Liu Jing Jiang Min-Bin Lin 33 8 0 09 Oct 2024
Knowledge-Augmented Reasoning for EUAIA Compliance and Adversarial Robustness of LLMs Tomas Bueno Momcilovic Dian Balta Beat Buesser Giulio Zizzo Mark Purcell AAML 21 0 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-Yu He Yi Zeng AAML 45 0 0 03 Oct 2024
Agent Security Bench (ASB): Formalizing and Benchmarking Attacks and Defenses in LLM-based Agents Hanrong Zhang Jingyuan Huang Kai Mei Yifei Yao Zhenting Wang Chenlu Zhan Hongwei Wang Yongfeng Zhang AAML LLMAG ELM 48 18 0 03 Oct 2024
Prompt Obfuscation for Large Language Models David Pape Thorsten Eisenhofer Thorsten Eisenhofer Lea Schönherr AAML 31 2 0 17 Sep 2024
MindGuard: Towards Accessible and Sitgma-free Mental Health First Aid via Edge LLM Sijie Ji Xinzhe Zheng Jiawei Sun Renqi Chen Wei Gao Mani Srivastava AI4MH 32 2 0 16 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 47 1 0 05 Sep 2024
HateSieve: A Contrastive Learning Framework for Detecting and Segmenting Hateful Content in Multimodal Memes Xuanyu Su Yansong Li Diana Inkpen Nathalie Japkowicz VLM 81 2 0 11 Aug 2024
Large Language Models Are Involuntary Truth-Tellers: Exploiting Fallacy Failure for Jailbreak Attacks Yue Zhou Henry Peng Zou Barbara Maria Di Eugenio Yang Zhang HILM LRM 37 1 0 01 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
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 68 8 0 08 Jun 2024
All in How You Ask for It: Simple Black-Box Method for Jailbreak Attacks Kazuhiro Takemoto 32 21 0 18 Jan 2024
Token-Level Adversarial Prompt Detection Based on Perplexity Measures and Contextual Information Zhengmian Hu Gang Wu Saayan Mitra Ruiyi Zhang Tong Sun Heng-Chiao Huang Vishy Swaminathan 14 23 0 20 Nov 2023
FigStep: Jailbreaking Large Vision-Language Models via Typographic Visual Prompts Yichen Gong Delong Ran Jinyuan Liu Conglei Wang Tianshuo Cong Anyu Wang Sisi Duan Xiaoyun Wang MLLM 129 117 0 09 Nov 2023
Improving alignment of dialogue agents via targeted human judgements Amelia Glaese Nat McAleese Maja Trkebacz John Aslanides Vlad Firoiu ... John F. J. Mellor Demis Hassabis Koray Kavukcuoglu Lisa Anne Hendricks G. Irving ALM AAML 225 495 0 28 Sep 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 301 11,730 0 04 Mar 2022
Globally-Robust Neural Networks Klas Leino Zifan Wang Matt Fredrikson AAML OOD 80 125 0 16 Feb 2021