AIセキュリティポータルbot

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
RAG
RAGへのポイズニング攻撃
プライバシー管理

Towards Identification and Intervention of Safety-Critical Parameters in Large Language Models

Authors: Weiwei Qi, Zefeng Wu, Tianhang Zheng, Zikang Zhang, Xiaojun Jia, Zhan Qin, Kui Ren | Published: 2026-04-09
プロンプトインジェクション
モデル性能評価
安全性評価

The Art of (Mis)alignment: How Fine-Tuning Methods Effectively Misalign and Realign LLMs in Post-Training

Authors: Rui Zhang, Hongwei Li, Yun Shen, Xinyue Shen, Wenbo Jiang, Guowen Xu, Yang Liu, Michael Backes, Yang Zhang | Published: 2026-04-09
LLM性能評価
出力の有害度の算出
安全性評価

On the Price of Privacy for Language Identification and Generation

Authors: Xiaoyu Li, Andi Han, Jiaojiao Jiang, Junbin Gao | Published: 2026-04-08
プライバシー保護機械学習
プライバシー管理
差分プライバシー

TraceSafe: A Systematic Assessment of LLM Guardrails on Multi-Step Tool-Calling Trajectories

Authors: Yen-Shan Chen, Sian-Yao Huang, Cheng-Lin Yang, Yun-Nung Chen | Published: 2026-04-08
インダイレクトプロンプトインジェクション
プロンプトインジェクション
リスク管理

VulGD: A LLM-Powered Dynamic Open-Access Vulnerability Graph Database

Authors: Luat Do, Jiao Yin, Jinli Cao, Hua Wang | Published: 2026-04-08
LLM性能評価
データ駆動型脆弱性評価
メンバーシップ推論

Data Leakage in Automotive Perception: Practitioners’ Insights

Authors: Md Abu Ahammed Babu, Sushant Kumar Pandey, Darko Durisic, Andras Balint, Miroslaw Staron | Published: 2026-04-08
データセット分析
データ収集手法

SentinelSphere: Integrating AI-Powered Real-Time Threat Detection with Cybersecurity Awareness Training

Authors: Nikolaos D. Tantaroudas, Ilias Karachalios, Andrew J. McCracken | Published: 2026-04-08
リソース最適化
異常検知
脅威モデリング

MirageBackdoor: A Stealthy Attack that Induces Think-Well-Answer-Wrong Reasoning

Authors: Yizhe Zeng, Wei Zhang, Yunpeng Li, Juxin Xiao, Xiao Wang, Yuling Liu | Published: 2026-04-08
データ毒性攻撃
バックドアモデルの検知
攻撃戦略分析

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
LLM性能評価
RAG
データ駆動型脆弱性評価