文献データベース

On the Use of CSI for the Generation of RF Fingerprints and Secret Keys

Authors: Muralikrishnan Srinivasan, Sotiris Skaperas, Arsenia Chorti | Published: 2021-10-28
フィンガープリンティング手法
仮説検定
無線チャネル検出

Federated Learning with Heterogeneous Differential Privacy

Authors: Nasser Aldaghri, Hessam Mahdavifar, Ahmad Beirami | Published: 2021-10-28 | Updated: 2023-01-14
プライバシー保護メカニズム
分散学習
性能評価指標

A Machine Learning Approach for DDoS Detection on IoT Devices

Authors: Alireza Seifousadati, Saeid Ghasemshirazi, Mohammad Fathian | Published: 2021-10-28
DDoS攻撃
データ前処理
機械学習手法

Robustness of Graph Neural Networks at Scale

Authors: Simon Geisler, Tobias Schmidt, Hakan Şirin, Daniel Zügner, Aleksandar Bojchevski, Stephan Günnemann | Published: 2021-10-26 | Updated: 2023-04-30
グラフ表現学習
ロバスト性
敵対的学習

SEDML: Securely and Efficiently Harnessing Distributed Knowledge in Machine Learning

Authors: Yansong Gao, Qun Li, Yifeng Zheng, Guohong Wang, Jiannan Wei, Mang Su | Published: 2021-10-26
RDPの特性
トレーニングプロトコル
プライバシー保護メカニズム

Anomaly-Based Intrusion Detection System for Cyber-Physical System Security

Authors: Riccardo Colelli, Filippo Magri, Stefano Panzieri, Federica Pascucci | Published: 2021-10-25
MLベースのIDS
シミュレーション環境
侵入検知システム

DP-XGBoost: Private Machine Learning at Scale

Authors: Nicolas Grislain, Joan Gonzalvez | Published: 2021-10-25
アルゴリズム設計
プライバシー保護
機械学習アルゴリズム

Orthogonal variance-based feature selection for intrusion detection systems

Authors: Firuz Kamalov, Sherif Moussa, Ziad El Khatib, Adel Ben Mnaouer | Published: 2021-10-25
MLベースのIDS
機械学習アルゴリズム
特徴抽出手法

Addressing Privacy Threats from Machine Learning

Authors: Mary Anne Smart | Published: 2021-10-25
プライバシー保護
人間中心のアプローチ
機械学習の役割

Towards A Conceptually Simple Defensive Approach for Few-shot classifiers Against Adversarial Support Samples

Authors: Yi Xiang Marcus Tan, Penny Chong, Jiamei Sun, Ngai-man Cheung, Yuval Elovici, Alexander Binder | Published: 2021-10-24
ポイズニング
敵対的サンプルの検知
評価指標