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
LLM Security
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
LLM Honeypot: Leveraging Large Language Models as Advanced Interactive Honeypot Systems
Authors: Hakan T. Otal, M. Abdullah Canbaz | Published: 2024-09-12 | Updated: 2024-09-15
Exploring LLMs for Malware Detection: Review, Framework Design, and Countermeasure Approaches
Authors: Jamal Al-Karaki, Muhammad Al-Zafar Khan, Marwan Omar | Published: 2024-09-11
Context-Aware Membership Inference Attacks against Pre-trained Large Language Models
Authors: Hongyan Chang, Ali Shahin Shamsabadi, Kleomenis Katevas, Hamed Haddadi, Reza Shokri | Published: 2024-09-11
AdaPPA: Adaptive Position Pre-Fill Jailbreak Attack Approach Targeting LLMs
Authors: Lijia Lv, Weigang Zhang, Xuehai Tang, Jie Wen, Feng Liu, Jizhong Han, Songlin Hu | Published: 2024-09-11
Well, that escalated quickly: The Single-Turn Crescendo Attack (STCA)
Authors: Alan Aqrawi, Arian Abbasi | Published: 2024-09-04 | Updated: 2024-09-10
Unveiling the Vulnerability of Private Fine-Tuning in Split-Based Frameworks for Large Language Models: A Bidirectionally Enhanced Attack
Authors: Guanzhong Chen, Zhenghan Qin, Mingxin Yang, Yajie Zhou, Tao Fan, Tianyu Du, Zenglin Xu | Published: 2024-09-02 | Updated: 2024-09-04