Trojan Activation Attack: Red-Teaming Large Language Models using Activation Steering for Safety-Alignment
Authors: Haoran Wang, Kai Shu | Published: 2023-11-15 | Updated: 2024-08-15
Attack Method
Jailbreaking GPT-4V via Self-Adversarial Attacks with System Prompts
Authors: Yuanwei Wu, Xiang Li, Yixin Liu, Pan Zhou, Lichao Sun | Published: 2023-11-15 | Updated: 2024-01-20
Identifying and Mitigating Vulnerabilities in LLM-Integrated Applications
Authors: Fengqing Jiang, Zhangchen Xu, Luyao Niu, Boxin Wang, Jinyuan Jia, Bo Li, Radha Poovendran | Published: 2023-11-07 | Updated: 2023-11-29
Ignore This Title and HackAPrompt: Exposing Systemic Vulnerabilities of LLMs through a Global Scale Prompt Hacking Competition
Authors: Sander Schulhoff, Jeremy Pinto, Anaum Khan, Louis-François Bouchard, Chenglei Si, Svetlina Anati, Valen Tagliabue, Anson Liu Kost, Christopher Carnahan, Jordan Boyd-Graber | Published: 2023-10-24 | Updated: 2024-03-03
Deceptive Fairness Attacks on Graphs via Meta Learning
Authors: Jian Kang, Yinglong Xia, Ross Maciejewski, Jiebo Luo, Hanghang Tong | Published: 2023-10-24
AutoDAN: Interpretable Gradient-Based Adversarial Attacks on Large Language Models
Authors: Sicheng Zhu, Ruiyi Zhang, Bang An, Gang Wu, Joe Barrow, Zichao Wang, Furong Huang, Ani Nenkova, Tong Sun | Published: 2023-10-23 | Updated: 2023-12-14
A Comprehensive Study of Privacy Risks in Curriculum Learning
Authors: Joann Qiongna Chen, Xinlei He, Zheng Li, Yang Zhang, Zhou Li | Published: 2023-10-16
LMSanitator: Defending Prompt-Tuning Against Task-Agnostic Backdoors
Authors: Chengkun Wei, Wenlong Meng, Zhikun Zhang, Min Chen, Minghu Zhao, Wenjing Fang, Lei Wang, Zihui Zhang, Wenzhi Chen | Published: 2023-08-26 | Updated: 2023-10-14
Why Don’t You Clean Your Glasses? Perception Attacks with Dynamic Optical Perturbations
Authors: Yi Han, Matthew Chan, Eric Wengrowski, Zhuohuan Li, Nils Ole Tippenhauer, Mani Srivastava, Saman Zonouz, Luis Garcia | Published: 2023-07-24 | Updated: 2023-07-27
LLM Censorship: A Machine Learning Challenge or a Computer Security Problem?
Authors: David Glukhov, Ilia Shumailov, Yarin Gal, Nicolas Papernot, Vardan Papyan | Published: 2023-07-20