CLEAR: Causal Context-Based Agentic Reasoning for Vulnerability Detection
Authors: Sungju Yun, Sijune Hwang, Yeonjoon Lee, Kyungtae Kang, Sungbin Park | Published: 2026-08-04
RAG
A Cybersecurity MLPS Large Language Model with Multi-Path Retrieval Fusion
Authors: Qian Li, Zhenyan Qi, Liang Shen, Yuan Zhang, Yifan Wan, Junyuan Ma, Yining Hu | Published: 2026-07-27
Tag Questions and the Generational Reversal of Sycophancy Across 45 Language Models
Authors: Tapan Parikh | Published: 2026-07-27
Find Before You Fine-Tune: A Diagnostic Study of Small LLMs for Cybersecurity QA
Authors: Shaswata Mitra, Subash Neupane, Trisha Chakraborty, Himanshu Tripathi, Sudip Mittal, Aritran Piplai, Shahram Rahimi | Published: 2026-07-21
Is External Database Protection Static in Retrieval-Augmented Generation? Rethinking Privacy Preservation under Dynamic Queries
Authors: Gang Zhang, Mingyu Tian, Xukun Luan, Yuanchi Ma, Jinyan Liu | Published: 2026-07-16
Code-Level Cost Function Generation for Spatial Image Steganography Using RAG-Enhanced Large Language Models
Authors: Yige Wang, Shiqi Yi, Hanzhou Wu | Published: 2026-07-07
ContextNest: Verifiable Context Governance for Autonomous AI Agent
Authors: Misha Sulpovar, Benn R. Konsynski, Qaish Kanchwala, Gabe Goodhart | Published: 2026-07-02
An Approach for a Supporting Multi-LLM System for Automated Certification Based on the German IT-Grundschutz
Authors: Lea Roxanne Muth, Marian Margraf | Published: 2026-06-24
Security and Privacy in Retrieval-Augmented Generation: Architectures, Threats, Defenses, and Future Directions for Building Trustworthy Systems
Authors: Balamurugan Palanisamy, G S S Chalapathi, Vikas Hassija, Rajkumar Buyya | Published: 2026-06-24
Privacy-Preserving RAG via Multi-Agent Semantic Rewriting: Achieving Confidentiality Without Compromising Contextual Fidelity
Authors: Yuanhe Zhao, Tianyu Zhang, Huafei Xing, Derek F. Wong, Jianbin Li, Tao Fang | Published: 2026-06-23