AIセキュリティポータルbot

Quantifying the Tradeoff Between Cybersecurity and Location Privacy

Authors: Dajiang Suo, M. Elena Renda, Jinhua Zhao | Published: 2021-05-04 | Updated: 2021-12-10
データプライバシー評価
データ保護手法
プライバシー保護

GRNN: Generative Regression Neural Network — A Data Leakage Attack for Federated Learning

Authors: Hanchi Ren, Jingjing Deng, Xianghua Xie | Published: 2021-05-02 | Updated: 2022-09-12
データ保護手法
視覚的類似性検出
顔認識システム

Analysis of Machine Learning Approaches to Packing Detection

Authors: Charles-Henry Bertrand Van Ouytsel, Thomas Given-Wilson, Jeremy Minet, Julian Roussieau, Axel Legay | Published: 2021-05-02
PEマルウェア分類
モデル選択
特徴選択手法

Who’s Afraid of Adversarial Transferability?

Authors: Ziv Katzir, Yuval Elovici | Published: 2021-05-02 | Updated: 2022-10-06
敵対的サンプル
敵対的サンプルの脆弱性
脆弱性分析

AirMixML: Over-the-Air Data Mixup for Inherently Privacy-Preserving Edge Machine Learning

Authors: Yusuke Koda, Jihong Park, Mehdi Bennis, Praneeth Vepakomma, Ramesh Raskar | Published: 2021-05-02
データプライバシー評価
プライバシー保護
通信解析

Privacy and Integrity Preserving Training Using Trusted Hardware

Authors: Hanieh Hashemi, Yongqin Wang, Murali Annavaram | Published: 2021-05-01
データプライバシー評価
データ整合性制約
プライバシー保護

Adversarial Example Detection for DNN Models: A Review and Experimental Comparison

Authors: Ahmed Aldahdooh, Wassim Hamidouche, Sid Ahmed Fezza, Olivier Deforges | Published: 2021-05-01 | Updated: 2022-01-07
性能評価
攻撃シナリオ分析
敵対的サンプルの検知

Stealthy Backdoors as Compression Artifacts

Authors: Yulong Tian, Fnu Suya, Fengyuan Xu, David Evans | Published: 2021-04-30
バックドア攻撃
モデル圧縮のリスク
脆弱性分析

Improved Matrix Gaussian Mechanism for Differential Privacy

Authors: Jungang Yang, Liyao Xiang, Weiting Li, Wei Liu, Xinbing Wang | Published: 2021-04-30
データプライバシー評価
プライバシー保護
統計的手法

Extending Isolation Forest for Anomaly Detection in Big Data via K-Means

Authors: Md Tahmid Rahman Laskar, Jimmy Huang, Vladan Smetana, Chris Stewart, Kees Pouw, Aijun An, Stephen Chan, Lei Liu | Published: 2021-04-27
MLベースのIDS
データ前処理
モデル性能評価