PromptCOS: Towards System Prompt Copyright Auditing for LLMs via Content-level Output Similarity
Authors: Yuchen Yang, Yiming Li, Hongwei Yao, Enhao Huang, Shuo Shao, Bingrun Yang, Zhibo Wang, Dacheng Tao, Zhan Qin | Published: 2025-09-03
Prompt validation
EverTracer: Hunting Stolen Large Language Models via Stealthy and Robust Probabilistic Fingerprint
Authors: Zhenhua Xu, Meng Han, Wenpeng Xing | Published: 2025-09-03
PromptSleuth: Detecting Prompt Injection via Semantic Intent Invariance
Authors: Mengxiao Wang, Yuxuan Zhang, Guofei Gu | Published: 2025-08-28
Attacking interpretable NLP systems
Authors: Eldor Abdukhamidov, Tamer Abuhmed, Joanna C. S. Santos, Mohammed Abuhamad | Published: 2025-07-22
GuardVal: Dynamic Large Language Model Jailbreak Evaluation for Comprehensive Safety Testing
Authors: Peiyan Zhang, Haibo Jin, Liying Kang, Haohan Wang | Published: 2025-07-10
PenTest2.0: Towards Autonomous Privilege Escalation Using GenAI
Authors: Haitham S. Al-Sinani, Chris J. Mitchell | Published: 2025-07-09
A Survey of LLM-Driven AI Agent Communication: Protocols, Security Risks, and Defense Countermeasures
Authors: Dezhang Kong, Shi Lin, Zhenhua Xu, Zhebo Wang, Minghao Li, Yufeng Li, Yilun Zhang, Zeyang Sha, Yuyuan Li, Changting Lin, Xun Wang, Xuan Liu, Muhammad Khurram Khan, Ningyu Zhang, Chaochao Chen, Meng Han | Published: 2025-06-24
Adversarial Suffix Filtering: a Defense Pipeline for LLMs
Authors: David Khachaturov, Robert Mullins | Published: 2025-05-14
Robustness via Referencing: Defending against Prompt Injection Attacks by Referencing the Executed Instruction
Authors: Yulin Chen, Haoran Li, Yuan Sui, Yue Liu, Yufei He, Yangqiu Song, Bryan Hooi | Published: 2025-04-29
Watermarking Needs Input Repetition Masking
Authors: David Khachaturov, Robert Mullins, Ilia Shumailov, Sumanth Dathathri | Published: 2025-04-16