A Formal Security Framework for MCP-Based AI Agents: Threat Taxonomy, Verification Models, and Defense Mechanisms
Authors: Nirajan Acharya, Gaurav Kumar Gupta | Published: 2026-04-07
Swiss-Bench 003: Evaluating LLM Reliability and Adversarial Security for Swiss Regulatory Contexts
Authors: Fatih Uenal | Published: 2026-04-07
ClawLess: A Security Model of AI Agents
Authors: Hongyi Lu, Nian Liu, Shuai Wang, Fengwei Zhang | Published: 2026-04-07
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
Foundations for Agentic AI Investigations from the Forensic Analysis of OpenClaw
Authors: Jan Gruber, Jan-Niclas Hilgert | 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
AttnDiff: Attention-based Differential Fingerprinting for Large Language Models
Authors: Haobo Zhang, Zhenhua Xu, Junxian Li, Shangfeng Sheng, Dezhang Kong, Meng Han | 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
Your LLM Agent Can Leak Your Data: Data Exfiltration via Backdoored Tool Use
Authors: Wuyang Zhang, Shichao Pei | Published: 2026-04-07
Attribution-Driven Explainable Intrusion Detection with Encoder-Based Large Language Models
Authors: Umesh Biswas, Shafqat Hasan, Syed Mohammed Farhan, Nisha Pillai, Charan Gudla | Published: 2026-04-07