Attention is All You Need to Defend Against Indirect Prompt Injection Attacks in LLMs
Authors: Yinan Zhong, Qianhao Miao, Yanjiao Chen, Jiangyi Deng, Yushi Cheng, Wenyuan Xu | Published: 2025-12-09
Prompt validation
LLMs can hide text in other text of the same length
Authors: Antonio Norelli, Michael Bronstein | Published: 2025-10-22 | Updated: 2025-10-27
PromptLocate: Localizing Prompt Injection Attacks
Authors: Yuqi Jia, Yupei Liu, Zedian Shao, Jinyuan Jia, Neil Gong | Published: 2025-10-14
P2P: A Poison-to-Poison Remedy for Reliable Backdoor Defense in LLMs
Authors: Shuai Zhao, Xinyi Wu, Shiqian Zhao, Xiaobao Wu, Zhongliang Guo, Yanhao Jia, Anh Tuan Luu | Published: 2025-10-06
Detection of security smells in IaC scripts through semantics-aware code and language processing
Authors: Aicha War, Adnan A. Rawass, Abdoul K. Kabore, Jordan Samhi, Jacques Klein, Tegawende F. Bissyande | Published: 2025-09-23
EPT Benchmark: Evaluation of Persian Trustworthiness in Large Language Models
Authors: Mohammad Reza Mirbagheri, Mohammad Mahdi Mirkamali, Zahra Motoshaker Arani, Ali Javeri, Amir Mahdi Sadeghzadeh, Rasool Jalili | Published: 2025-09-08
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
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