CheatAgent: Attacking LLM-Empowered Recommender Systems via LLM Agent

13 April 2025

Papers citing "CheatAgent: Attacking LLM-Empowered Recommender Systems via LLM Agent"

44 / 44 papers shown

Title
Exploring Backdoor Attack and Defense for LLM-empowered Recommendations Liangbo Ning Wenqi Fan Qing Li AAML SILM 80 0 0 15 Apr 2025
PR-Attack: Coordinated Prompt-RAG Attacks on Retrieval-Augmented Generation in Large Language Models via Bilevel Optimization Yang Jiao Xiao Wang Kai Yang AAML SILM 82 0 0 10 Apr 2025
StealthRank: LLM Ranking Manipulation via Stealthy Prompt Optimization Yiming Tang Yi Fan Chenxiao Yu Tiankai Yang Yue Zhao Xiyang Hu 74 1 0 08 Apr 2025
Retrieval-Augmented Purifier for Robust LLM-Empowered Recommendation Liangbo Ning Wenqi Fan Qing Li AAML 74 1 0 03 Apr 2025
Get the Agents Drunk: Memory Perturbations in Autonomous Agent-based Recommender Systems Shiyi Yang Zhibo Hu Chen Wang Tong Yu Xiwei Xu Liming Zhu Lina Yao AAML 74 0 0 31 Mar 2025
A Survey of WebAgents: Towards Next-Generation AI Agents for Web Automation with Large Foundation Models Liangbo Ning Ziran Liang Zhuohang Jiang Haohao Qu Yujuan Ding ... Xiao Wei Shanru Lin Hui Liu Philip S. Yu Qing Li LLMAG LM&Ro 131 9 0 30 Mar 2025
A Survey of Large Language Model Empowered Agents for Recommendation and Search: Towards Next-Generation Information Retrieval Yu Zhang Shutong Qiao Jiaqi Zhang Tzu-Heng Lin Chen Gao Yongqian Li LM&Ro LM&MA 173 3 0 07 Mar 2025
A Survey on LLM-powered Agents for Recommender Systems Qiyao Peng Hongtao Liu Hua Huang Qing Yang Minglai Shao LLMAG LRM 113 5 0 14 Feb 2025
Commercial LLM Agents Are Already Vulnerable to Simple Yet Dangerous Attacks Ang Li Yin Zhou Vethavikashini Chithrra Raghuram Tom Goldstein Micah Goldblum AAML 118 12 0 12 Feb 2025
Multi-Agents are Social Groups: Investigating Social Influence of Multiple Agents in Human-Agent Interactions Tianqi Song Yugin Tan Zicheng Zhu Yibin Feng Yi-Chieh Lee AI4CE 58 2 0 07 Nov 2024
A Survey on Point-of-Interest Recommendation: Models, Architectures, and Security Qianru Zhang Peng Yang Junliang Yu Haixin Wang Xingwei He Siu-Ming Yiu Hongzhi Yin 70 2 0 03 Oct 2024
Graph Machine Learning in the Era of Large Language Models (LLMs) Wenqi Fan Shijie Wang Jiani Huang Zhikai Chen Yu Song ... Haitao Mao Hui Liu Xiaorui Liu Dawei Yin Qing Li AI4CE 68 29 0 23 Apr 2024
HQA-Attack: Toward High Quality Black-Box Hard-Label Adversarial Attack on Text Han Liu Zhi Xu Xiaotong Zhang Feng Zhang Fenglong Ma Hongyang Chen Hong Yu Xianchao Zhang AAML 63 7 0 02 Feb 2024
Untargeted Black-box Attacks for Social Recommendations Wenqi Fan Shijie Wang Xiao Wei Xiaowei Mei Qing Li MLAU AAML 57 2 0 13 Nov 2023
An LLM can Fool Itself: A Prompt-Based Adversarial Attack Xilie Xu Keyi Kong Ning Liu Li-zhen Cui Di Wang Jingfeng Zhang Mohan Kankanhalli AAML SILM 74 82 0 20 Oct 2023
A Survey on Large Language Model based Autonomous Agents Lei Wang Chengbang Ma Xueyang Feng Zeyu Zhang Hao-ran Yang ... Xu Chen Yankai Lin Wayne Xin Zhao Zhewei Wei Ji-Rong Wen LLMAG AI4CE LM&Ro 75 1,250 0 22 Aug 2023
Universal and Transferable Adversarial Attacks on Aligned Language Models Andy Zou Zifan Wang Nicholas Carlini Milad Nasr J. Zico Kolter Matt Fredrikson 236 1,436 0 27 Jul 2023
Certified Robustness for Large Language Models with Self-Denoising Zhen Zhang Guanhua Zhang Bairu Hou Wenqi Fan Qing Li Sijia Liu Yang Zhang Shiyu Chang 77 22 0 14 Jul 2023
Jailbroken: How Does LLM Safety Training Fail? Alexander Wei Nika Haghtalab Jacob Steinhardt 185 948 0 05 Jul 2023
Recommender Systems in the Era of Large Language Models (LLMs) Zihuai Zhao Wenqi Fan Jiatong Li Yunqing Liu Xiaowei Mei ... Zhen Wen Fei Wang Xiangyu Zhao Jiliang Tang Qing Li KELM 95 332 0 05 Jul 2023
Empowering Molecule Discovery for Molecule-Caption Translation with Large Language Models: A ChatGPT Perspective Jiatong Li Yunqing Liu Wenqi Fan Xiao Wei Hui Liu Jiliang Tang Qing Li 53 93 0 11 Jun 2023
How Can Recommender Systems Benefit from Large Language Models: A Survey Jianghao Lin Xinyi Dai Yunjia Xi Weiwen Liu Bo Chen ... Chenxu Zhu Huifeng Guo Yong Yu Ruiming Tang Weinan Zhang LRM 77 208 0 09 Jun 2023
HuatuoGPT, towards Taming Language Model to Be a Doctor Hongbo Zhang Junying Chen Feng Jiang Fei Yu Zhihong Chen ... Zhiyi Zhang Qingying Xiao Xiang Wan Benyou Wang Haizhou Li LM&MA AI4MH ELM 75 201 0 24 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 1.1K 13,100 0 27 Feb 2023
Exploiting Programmatic Behavior of LLMs: Dual-Use Through Standard Security Attacks Daniel Kang Xuechen Li Ion Stoica Carlos Guestrin Matei A. Zaharia Tatsunori Hashimoto AAML 84 249 0 11 Feb 2023
A Comprehensive Survey on Trustworthy Recommender Systems Wenqi Fan Xiangyu Zhao Xiao Chen Jingran Su Jingtong Gao ... Qidong Liu Yiqi Wang Hanfeng Xu Lei Chen Qing Li FaML 62 46 0 21 Sep 2022
Using Large Language Models to Simulate Multiple Humans and Replicate Human Subject Studies Gati Aher RosaI. Arriaga Adam Tauman Kalai 94 389 0 18 Aug 2022
Knowledge-enhanced Black-box Attacks for Recommendations Jingfan Chen Wenqi Fan Guanghui Zhu Xiangyu Zhao Chun Yuan Qing Li Jiaming Ji MLAU AAML 44 51 0 21 Jul 2022
Recommendation as Language Processing (RLP): A Unified Pretrain, Personalized Prompt & Predict Paradigm (P5) Shijie Geng Shuchang Liu Zuohui Fu Yingqiang Ge Yongfeng Zhang VLM AI4TS 70 477 0 24 Mar 2022
Graph Trend Filtering Networks for Recommendations Wenqi Fan Xiaorui Liu Wei Jin Xiangyu Zhao Jiliang Tang Qing Li 94 104 0 12 Aug 2021
Attacking Black-box Recommendations via Copying Cross-domain User Profiles Wenqi Fan Hanyu Wang Xiangyu Zhao Yao Ma Hui Liu Jianping Wang Jiliang Tang Qing Li MLAU AAML 41 77 0 17 May 2020
BAE: BERT-based Adversarial Examples for Text Classification Siddhant Garg Goutham Ramakrishnan AAML SILM 159 556 0 04 Apr 2020
LightGCN: Simplifying and Powering Graph Convolution Network for Recommendation Xiangnan He Kuan Deng Xiang Wang Yan Li Yongdong Zhang Meng Wang GNN 156 3,624 0 06 Feb 2020
Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer Colin Raffel Noam M. Shazeer Adam Roberts Katherine Lee Sharan Narang Michael Matena Yanqi Zhou Wei Li Peter J. Liu AIMat 352 20,053 0 23 Oct 2019
Is BERT Really Robust? A Strong Baseline for Natural Language Attack on Text Classification and Entailment Di Jin Zhijing Jin Qiufeng Wang Peter Szolovits SILM AAML 146 1,076 0 27 Jul 2019
BERT4Rec: Sequential Recommendation with Bidirectional Encoder Representations from Transformer Fei Sun Jun Liu Jian Wu Changhua Pei Xiao Lin Wenwu Ou Peng Jiang BDL HAI 152 2,155 0 14 Apr 2019
Graph Neural Networks for Social Recommendation Wenqi Fan Yao Ma Qing Li Yuan He Yue Zhao Jiliang Tang Dawei Yin 216 1,885 0 19 Feb 2019
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.3K 94,511 0 11 Oct 2018
Self-Attentive Sequential Recommendation Wang-Cheng Kang Julian McAuley HAI BDL 127 2,417 0 20 Aug 2018
Black-box Generation of Adversarial Text Sequences to Evade Deep Learning Classifiers Ji Gao Jack Lanchantin M. Soffa Yanjun Qi AAML 127 719 0 13 Jan 2018
Learning Tree-based Deep Model for Recommender Systems Ziru Xu Xiang Li Pengye Zhang Guozheng Li Jie He Han Li Kun Gai 80 291 0 08 Jan 2018
Proximal Policy Optimization Algorithms John Schulman Filip Wolski Prafulla Dhariwal Alec Radford Oleg Klimov OffRL 371 18,931 0 20 Jul 2017
Data Poisoning Attacks on Factorization-Based Collaborative Filtering Bo Li Yining Wang Aarti Singh Yevgeniy Vorobeychik AAML 63 343 0 29 Aug 2016
Toward Deeper Understanding of Neural Networks: The Power of Initialization and a Dual View on Expressivity Amit Daniely Roy Frostig Y. Singer 136 343 0 18 Feb 2016