Secure Forgetting: A Framework for Privacy-Driven Unlearning in Large Language Model (LLM)-Based Agents

Authors: Dayong Ye, Tainqing Zhu, Congcong Zhu, Feng He, Qi He, Shang Wang, Bo Liu, Wanlei Zhou | Published: 2026-04-01

Architecting Secure AI Agents: Perspectives on System-Level Defenses Against Indirect Prompt Injection Attacks

Authors: Chong Xiang, Drew Zagieboylo, Shaona Ghosh, Sanjay Kariyappa, Kai Greshake, Hanshen Xiao, Chaowei Xiao, G. Edward Suh | Published: 2026-03-31

Downsides of Smartness Across Edge-Cloud Continuum in Modern Industry

Authors: Akhil Gupta Chigullapally, Sharvan Vittala, Razin Farhan Hussian, Mohsen Amini Salehi | Published: 2026-03-31

Software Vulnerability Detection Using a Lightweight Graph Neural Network

Authors: Miles Farmer, Ekincan Ufuktepe, Anne Watson, Hialo Muniz Carvalho, Vadim Okun, Zineb Maasaoui, Kannappan Palaniappan | Published: 2026-03-31

Safeguarding LLMs Against Misuse and AI-Driven Malware Using Steganographic Canaries

Authors: Md Raz, Venkata Sai Charan Putrevu, Meet Udeshi, Prashanth Krishnamurthy, Farshad Khorrami, Ramesh Karri | Published: 2026-03-30

Interpretable Ensemble Learning for Network Traffic Anomaly Detection: A SHAP-based Explainable AI Framework for Embedded Systems Security

Authors: Wanru Shao | Published: 2026-03-30

Label-efficient Training Updates for Malware Detection over Time

Authors: Luca Minnei, Cristian Manca, Giorgio Piras, Angelo Sotgiu, Maura Pintor, Daniele Ghiani, Davide Maiorca, Giorgio Giacinto, Battista Biggio | Published: 2026-03-30

人間とAIエージェントの意思決定に関する脅威New

本記事では、OWASP Foundationによる「OWASP Top 10 for Agentic Applications 2026 」に記載されている脅威やその対策について最新の研究動向を交えながら解説します。特に、本記事ではAIエージェントと直接的なインタラクションを行う人間とAIエージェントの意思決定に関連する2つの脅威を扱います。

VulnScout-C: A Lightweight Transformer for C Code Vulnerability Detection

Authors: Aymen Lassoued, Nacef Mbarek, Bechir Dardouri, Bassem Ouni, Qing Li, Fakhri Karray | Published: 2026-03-30

Silent Guardians: Independent and Secure Decision Tree Evaluation Without Chatter

Authors: Jinyuan Li, Liang Feng Zhang | Published: 2026-03-30