Evaluating Open-Source LLMs for Multi-Label ATT&CK Technique Classification on CTI Reports
Authors: Ahmed Ryan, Saad Sakib Noor, Md Erfan, Shaswata Mitra, Sudip Mittal, Md Rayhanur Rahman | Published: 2026-06-16
RAG
KBF: Knowledge Boundary as Fingerprint for Language Model and Black-Box API Auditing
Authors: Yijia Fang, Yiqing Feng, Bingyu Li, Mingxun Zhou | Published: 2026-05-28
ARGUS: Defending LLM Agents Against Context-Aware Prompt Injection
Authors: Shihao Weng, Yang Feng, Jinrui Zhang, Xiaofei Xie, Jiongchi Yu, Jia Liu | Published: 2026-05-05
PRAG End-to-End Privacy-Preserving Retrieval-Augmented Generation
Authors: Zhijun Li, Minghui Xu, Huayi Qi, Wenxuan Yu, Tingchuang Zhang, Qiao Zhang, GuangYong Shang, Zhen Ma, Xiuzhen Cheng | Published: 2026-04-29
RAVEN: Retrieval-Augmented Vulnerability Exploration Network for Memory Corruption Analysis in User Code and Binary Programs
Authors: Parteek Jamwal, Minghao Shao, Boyuan Chen, Achyuta Muthuvelan, Asini Subanya, Boubacar Ballo, Kashish Satija, Mariam Shafey, Mohamed Mahmoud, Moncif Dahaji Bouffi, Pasindu Wickramasinghe, Siyona Goel, Yaakulya Sabbani, Hakim Hacid, Mthandazo Ndhlovu, Eleanna Kafeza, Sanjay Rawat, Muhammad Shafique | Published: 2026-04-20
Securing Retrieval-Augmented Generation: A Taxonomy of Attacks, Defenses, and Future Directions
Authors: Yuming Xu, Mingtao Zhang, Zhuohan Ge, Haoyang Li, Nicole Hu, Jason Chen Zhang, Qing Li, Lei Chen | Published: 2026-04-09
Argus: Reorchestrating Static Analysis via a Multi-Agent Ensemble for Full-Chain Security Vulnerability Detection
Authors: Zi Liang, Qipeng Xie, Jun He, Bohuan Xue, Weizheng Wang, Yuandao Cai, Fei Luo, Boxian Zhang, Haibo Hu, Kaishun Wu | Published: 2026-04-08
Hackers or Hallucinators? A Comprehensive Analysis of LLM-Based Automated Penetration Testing
Authors: Jiaren Peng, Zeqin Li, Chang You, Yan Wang, Hanlin Sun, Xuan Tian, Shuqiao Zhang, Junyi Liu, Jianguo Zhao, Renyang Liu, Haoran Ou, Yuqiang Sun, Jiancheng Zhang, Yutong Jiao, Kunshu Song, Chao Zhang, Fan Shi, Hongda Sun, Rui Yan, Cheng Huang | Published: 2026-04-07
Towards the Development of an LLM-Based Methodology for Automated Security Profiling in Compliance with Ukrainian Cybersecurity Regulations
Authors: Daniil Shafranskyi, Iryna Stopochkina, Mykola Ilin | Published: 2026-04-07
MA-IDS: Multi-Agent RAG Framework for IoT Network Intrusion Detection with an Experience Library
Authors: Md Shamimul Islam, Luis G. Jaimes, Ayesha S. Dina | Published: 2026-04-07