文献データベース

FUSE: Fairness-aware Update Screening against Byzantine Exploitation in $q$-Fair Federated Learning

Authors: Tiantong Sun, Jinlin Liu, Xingru Wei, Zequan Fang, Wei Chen, Qiang Yang, Xiaojin Zhang | Published: 2026-10-14
アルゴリズムの公平性
線形代数最適化
連合学習

P2Patch: Exploit-Guided Vulnerability Repair

Authors: Mohsen Iranmanesh, Sina Moradi Sabet, Sina Marefat, Ali Javidi Ghasr, Maxime Newman Nereyabagabo, Kousha Amouzesh, Jaivir Malhi, Vinci Velasco, Alex Chung, Mohammad A. Tayebi | Published: 2026-10-14
セキュリティ検証手法
攻撃者がパッチに対して新たなバイパスを探すプロセスを示しているため
脆弱性研究

CoRedSkill: Stealthy Skill Composition Attacks via AST-Guided Injection

Authors: Qichen Zhao, Shengfang Zhai, Qingni Shen, Zhonghai Wu, Jiaheng Zhang | Published: 2026-10-14
セキュリティ検証手法
メモリ管理手法
攻撃の分類

Safe-FCL: Continual Risk Awareness and Fine-Grained Safety Aggregation for Federated Continual Learning of LLMs

Authors: Shuaijie Ma, Yongkang Hu, Yu Cheng, Jiuan Zhou, Yi Xie, Yushuo Zhang, Zhaoxia Yin | Published: 2026-10-14
リスク認識
安全性の強化
連合学習

Quiet Triggers, Loud Footprints: A Tri-Space Measurement Study of Backdoor Stealthiness

Authors: Behrad Tajalli, Henk Berendsen, Xiaoyun Xu, Stjepan Picek | Published: 2026-10-14
バックドアモデルの検知
ポイズニング
モデル性能評価

Learning When to Trust Medical Knowledge: Regression-Safe Routing for Clinical Reasoning

Authors: Hui Zhang, Yujia Zeng, Yuhao Xin | Published: 2026-10-14
RAGへのポイズニング攻撃
データ汚染検出
モデル性能評価

AWARE-RG: Abstraction Aware Explanation of Resiliency Graphs for Cyber Physical Systems

Authors: Shadaab Kawnain Bashir, Rakesh Podder, Philip D. Hopkins, Sarath Sreedharan, Indrakshi Ray, Indrajit Ray | Published: 2026-10-14
セキュリティ検証手法
情報漏洩の原因
攻撃アクションモデル

A Graph-Based Analysis of Comparability, Scale, and Attribution in Private Transformer Inference

Authors: Souvik Das, Ariful Azad, Nitesh Saxena | Published: 2026-10-14
コスト評価
差分プライバシー
比較可能性評価

Are You Reading the Right Thing? Rethinking Internal Signals for Prompt-Injection Detection

Authors: Sarthak Gupta, Priyanka Tembey | Published: 2026-10-14
インダイレクトプロンプトインジェクション
モデル性能評価
内部状態検出

AgentSafeEvo: Adversarial Co-Evolution for LLM Agent Safety

Authors: Chenxu Wang, Xiaoyu Wen, Han Qi, Ziyuan Zhou, Cheng Jin, Chaochao Lu, Qiaosheng Zhang | Published: 2026-10-14
マルチエージェント強化学習
悪意のあるノードの注入
特徴選択