Machine Learning · Computer Science
Learning to Poison Large Language Models for Downstream Manipulation
Xiangyu Zhou, Yao Qiang, Saleh Zare Zade, Mohammad Amin Roshani +3
2025-05-30
Cryptography and Security · Computer Science
When Backdoors Speak: Understanding LLM Backdoor Attacks Through Model-Generated Explanations
Huaizhi Ge, Yiming Li, Qifan Wang, Yongfeng Zhang +1
2025-02-18
Artificial Intelligence · Computer Science
BackdoorLLM: A Comprehensive Benchmark for Backdoor Attacks and Defenses on Large Language Models
Yige Li, Hanxun Huang, Yunhan Zhao, Xingjun Ma +1
2025-05-20
Cryptography and Security · Computer Science
AutoBackdoor: Automating Backdoor Attacks via LLM Agents
Yige Li, Zhe Li, Wei Zhao, Nay Myat Min +3
2025-11-24
Computation and Language · Computer Science
Watch Out for Your Guidance on Generation! Exploring Conditional Backdoor Attacks against Large Language Models
Jiaming He, Wenbo Jiang, Guanyu Hou, Wenshu Fan +2
2025-01-09
Machine Learning · Computer Science
Large Language Models Can Verbatim Reproduce Long Malicious Sequences
Sharon Lin, Krishnamurthy, Dvijotham, Jamie Hayes +3
2025-03-25
Cryptography and Security · Computer Science
A Survey on Backdoor Threats in Large Language Models (LLMs): Attacks, Defenses, and Evaluations
Yihe Zhou, Tao Ni, Wei-Bin Lee, Qingchuan Zhao
2025-02-11
Cryptography and Security · Computer Science
A Survey of Recent Backdoor Attacks and Defenses in Large Language Models
Shuai Zhao, Meihuizi Jia, Zhongliang Guo, Leilei Gan +6
2025-01-07
Cryptography and Security · Computer Science
BadLingual: A Novel Lingual-Backdoor Attack against Large Language Models
Zihan Wang, Hongwei Li, Rui Zhang, Wenbo Jiang +4
2025-05-07
Cryptography and Security · Computer Science
Can We Trust Embodied Agents? Exploring Backdoor Attacks against Embodied LLM-based Decision-Making Systems
Ruochen Jiao, Shaoyuan Xie, Justin Yue, Takami Sato +4
2025-05-01
Cryptography and Security · Computer Science
A Comprehensive Overview of Backdoor Attacks in Large Language Models within Communication Networks
Haomiao Yang, Kunlan Xiang, Mengyu Ge, Hongwei Li +2
2023-09-07
Cryptography and Security · Computer Science
Mitigating Backdoor Threats to Large Language Models: Advancement and Challenges
Qin Liu, Wenjie Mo, Terry Tong, Jiashu Xu +3
2024-10-01
Cryptography and Security · Computer Science
BadLLM-TG: A Backdoor Defender powered by LLM Trigger Generator
Ruyi Zhang, Heng Gao, Songlei Jian, Yusong Tan +1
2026-03-18
Cryptography and Security · Computer Science
Breaking Speaker Recognition with PaddingBack
Zhe Ye, Diqun Yan, Li Dong, Kailai Shen
2024-03-12
Computation and Language · Computer Science
Defense Against Syntactic Textual Backdoor Attacks with Token Substitution
Xinglin Li, Xianwen He, Yao Li, Minhao Cheng
2024-07-08
Computation and Language · Computer Science
BadAgent: Inserting and Activating Backdoor Attacks in LLM Agents
Yifei Wang, Dizhan Xue, Shengjie Zhang, Shengsheng Qian
2024-06-06
Machine Learning · Computer Science
Backdooring Masked Diffusion Language Models
Daniel Yiming Cao, Chengzhong Wang, Sheng-Yen Chou, Chengyu Huang +2
2026-05-20
Cryptography and Security · Computer Science
The Dark Side of LLMs: Agent-based Attack Vectors for System-level Compromise
Matteo Lupinacci, Francesco Aurelio Pironti, Francesco Blefari, Francesco Romeo +2
2026-05-12
Computation and Language · Computer Science
BadApex: Backdoor Attack Based on Adaptive Optimization Mechanism of Black-box Large Language Models
Zhengxian Wu, Juan Wen, Wanli Peng, Ziwei Zhang +2
2025-04-22
Computation and Language · Computer Science
TuBA: Cross-Lingual Transferability of Backdoor Attacks in LLMs with Instruction Tuning
Xuanli He, Jun Wang, Qiongkai Xu, Pasquale Minervini +3
2025-03-18