Only Pay What You Must Spend: On-Demand Privacy Budget Payment for Differentially Private RAG
Authors: Zhonghao Sun, Zhiliang Tian, Xinyue Fang, Shuo Ma, Juhua Zhang, Yiping Song, Dongsheng Li | Published: 2026-09-23
RAG
Reasoning Topology Matters: A Controlled Study of LLM-Based Cybersecurity Analysis
Authors: Jiling Zhou, Aisvarya Adeseye, Antti Hakkala, Seppo Virtanen, Jouni Isoaho | Published: 2026-09-21
Beyond Routine Compliance: Cunning Data Cultivates Safety Vigilance in Large Language Models
Authors: Youjia Wang, Lin Xu, Yang Sun, Yuxiao Lu, Chengfang Fang, Jie Shi | Published: 2026-09-16
LAAF: A Layered Accountability Architecture Framework for LLM Applications
Authors: Prachi Chaturvedi, Shahnawaz Ahmad, Ehsan Nowroozi, Muhammad Waqas, George Loukas, Alireza Jolfaei, Lucas Cordeiro, Pierre Dantas | Published: 2026-08-27
AI Slop and Hallucinations in Vulnerability Assessment: A Survey on Reasoning Failures and Trustworthy Mitigation
Authors: Junchen Ding, Jialiang Dong, Yichen Zhu, Yi Liu, Gelei Deng, Willy Susilo, Siqi Ma, Yuekang Li | Published: 2026-08-26
RAGSentinel: Certifiable Geometric Consensus for Robust Retrieval-Augmented Generation
Authors: Yueyang Quan, Anjun Gao, Yufei Xia, Minghong Fang, Zhuqing Liu | Published: 2026-08-25
TrustRAG: Blockchain-Enhanced RAG via Committee-Based Credibility Scoring
Authors: Baixiang Liu, Haotian Che, Yuan Li | Published: 2026-08-20
Topological Attribution Distance (TAD): Revealing Segment-Level RAG Influence on LLM Output Geometry for Incident Log Analysis
Authors: Reza Fayyazi, Michael Zuzak, Shanchieh Jay Yang | Published: 2026-08-17
LLMs for Zero-Shot Threat Detection via Structured Risk Indicators
Authors: Abdullah Alghamdi, Siamak Layeghy, Marius Portmann | Published: 2026-08-17
CLEAR: Causal Context-Based Agentic Reasoning for Vulnerability Detection
Authors: Sungju Yun, Sijune Hwang, Yeonjoon Lee, Kyungtae Kang, Sungbin Park | Published: 2026-08-04