SecAlign: Defending Against Prompt Injection with Preference Optimization
Authors: Sizhe Chen, Arman Zharmagambetov, Saeed Mahloujifar, Kamalika Chaudhuri, David Wagner, Chuan Guo | Published: 2024-10-07 | Updated: 2025-01-13
LLMセキュリティ
Taylor Unswift: Secured Weight Release for Large Language Models via Taylor Expansion
Authors: Guanchu Wang, Yu-Neng Chuang, Ruixiang Tang, Shaochen Zhong, Jiayi Yuan, Hongye Jin, Zirui Liu, Vipin Chaudhary, Shuai Xu, James Caverlee, Xia Hu | Published: 2024-10-06
Harnessing Task Overload for Scalable Jailbreak Attacks on Large Language Models
Authors: Yiting Dong, Guobin Shen, Dongcheng Zhao, Xiang He, Yi Zeng | Published: 2024-10-05
Towards Assuring EU AI Act Compliance and Adversarial Robustness of LLMs
Authors: Tomas Bueno Momcilovic, Beat Buesser, Giulio Zizzo, Mark Purcell, Dian Balta | Published: 2024-10-04
Developing Assurance Cases for Adversarial Robustness and Regulatory Compliance in LLMs
Authors: Tomas Bueno Momcilovic, Dian Balta, Beat Buesser, Giulio Zizzo, Mark Purcell | Published: 2024-10-04
Optimizing Adaptive Attacks against Content Watermarks for Language Models
Authors: Abdulrahman Diaa, Toluwani Aremu, Nils Lukas | Published: 2024-10-03
System-Level Defense against Indirect Prompt Injection Attacks: An Information Flow Control Perspective
Authors: Fangzhou Wu, Ethan Cecchetti, Chaowei Xiao | Published: 2024-09-27 | Updated: 2024-10-10
Multi-Designated Detector Watermarking for Language Models
Authors: Zhengan Huang, Gongxian Zeng, Xin Mu, Yu Wang, Yue Yu | Published: 2024-09-26 | Updated: 2024-10-01
Order of Magnitude Speedups for LLM Membership Inference
Authors: Rongting Zhang, Martin Bertran, Aaron Roth | Published: 2024-09-22 | Updated: 2024-09-24
FP-VEC: Fingerprinting Large Language Models via Efficient Vector Addition
Authors: Zhenhua Xu, Wenpeng Xing, Zhebo Wang, Chang Hu, Chen Jie, Meng Han | Published: 2024-09-13