文献データベース

A Unified Evaluation of Learning-Based Similarity Techniques for Malware Detection

Authors: Udbhav Prasad, Aniesh Chawla | Published: 2026-02-17
ポイズニング
マルウェア検出シナリオ
評価メトリクス

Exposing the Systematic Vulnerability of Open-Weight Models to Prefill Attacks

Authors: Lukas Struppek, Adam Gleave, Kellin Pelrine | Published: 2026-02-16
プロンプトインジェクション
人権と技術
攻撃成功率

LRD-MPC: Efficient MPC Inference through Low-rank Decomposition

Authors: Tingting Tang, Yongqin Wang, Murali Annavaram | Published: 2026-02-16
MPCプロトコルの概要
アルゴリズム
秘密分散計算

Differentially Private Retrieval-Augmented Generation

Authors: Tingting Tang, James Flemings, Yongqin Wang, Murali Annavaram | Published: 2026-02-16
RAG
RAGへのポイズニング攻撃
差分プライバシー

Unknown Attack Detection in IoT Networks using Large Language Models: A Robust, Data-efficient Approach

Authors: Shan Ali, Feifei Niu, Paria Shirani, Lionel C. Briand | Published: 2026-02-12
IoTセキュリティフレームワーク
データ収集手法
敵対的学習

BlackCATT: Black-box Collusion Aware Traitor Tracing in Federated Learning

Authors: Elena Rodríguez-Lois, Fabio Brau, Maura Pintor, Battista Biggio, Fernando Pérez-González | Published: 2026-02-12
データリークやモデルの問題に関する分析手法
トリガーの検知
透かしの耐久性

DeepSight: An All-in-One LM Safety Toolkit

Authors: Bo Zhang, Jiaxuan Guo, Lijun Li, Dongrui Liu, Sujin Chen, Guanxu Chen, Zhijie Zheng, Qihao Lin, Lewen Yan, Chen Qian, Yijin Zhou, Yuyao Wu, Shaoxiong Guo, Tianyi Du, Jingyi Yang, Xuhao Hu, Ziqi Miao, Xiaoya Lu, Jing Shao, Xia Hu | Published: 2026-02-12
プロンプトインジェクション
大規模言語モデル
評価手法

PAC to the Future: Zero-Knowledge Proofs of PAC Private Systems

Authors: Guilhem Repetto, Nojan Sheybani, Gabrielle De Micheli, Farinaz Koushanfar | Published: 2026-02-12
アルゴリズム
プライバシー保証
計算の整合性

More Haste, Less Speed: Weaker Single-Layer Watermark Improves Distortion-Free Watermark Ensembles

Authors: Ruibo Chen, Yihan Wu, Xuehao Cui, Jingqi Zhang, Heng Huang | Published: 2026-02-12
著者帰属手法
透かしの耐久性
透かし攻撃

LoRA-based Parameter-Efficient LLMs for Continuous Learning in Edge-based Malware Detection

Authors: Christian Rondanini, Barbara Carminati, Elena Ferrari, Niccolò Lardo, Ashish Kundu | Published: 2026-02-12
エッジコンピューティング
実験的検証
連合学習