攻撃の評価

On the Difficulty of Membership Inference Attacks

Authors: Shahbaz Rezaei, Xin Liu | Published: 2020-05-27 | Updated: 2021-03-22
パフォーマンス評価
攻撃の評価
機械学習

Identifying Vulnerabilities of Industrial Control Systems using Evolutionary Multiobjective Optimisation

Authors: Nilufer Tuptuk, Stephen Hailes | Published: 2020-05-27
アルゴリズム
攻撃の評価
最適化手法

Synthesizing Unrestricted False Positive Adversarial Objects Using Generative Models

Authors: Martin Kotuliak, Sandro E. Schoenborn, Andrei Dan | Published: 2020-05-19
攻撃の評価
敵対的サンプル
敵対的サンプルの脆弱性

Stealing Links from Graph Neural Networks

Authors: Xinlei He, Jinyuan Jia, Michael Backes, Neil Zhenqiang Gong, Yang Zhang | Published: 2020-05-05 | Updated: 2020-10-05
モデルインバージョン
リンク予測手法
攻撃の評価

Machine Learning Based Solutions for Security of Internet of Things (IoT): A Survey

Authors: Syeda Manjia Tahsien, Hadis Karimipour, Petros Spachos | Published: 2020-04-11
セキュリティ分析
攻撃の評価
攻撃検出

Adversarial Attacks on Machine Learning Cybersecurity Defences in Industrial Control Systems

Authors: Eirini Anthi, Lowri Williams, Matilda Rhode, Pete Burnap, Adam Wedgbury | Published: 2020-04-10
攻撃の評価
攻撃検出
防御手法

Luring of transferable adversarial perturbations in the black-box paradigm

Authors: Rémi Bernhard, Pierre-Alain Moellic, Jean-Max Dutertre | Published: 2020-04-10 | Updated: 2021-03-03
堅牢性向上手法
攻撃の評価
敵対的サンプル

TOG: Targeted Adversarial Objectness Gradient Attacks on Real-time Object Detection Systems

Authors: Ka-Ho Chow, Ling Liu, Mehmet Emre Gursoy, Stacey Truex, Wenqi Wei, Yanzhao Wu | Published: 2020-04-09
攻撃の評価
脆弱性評価手法
防御手法

Feature Partitioning for Robust Tree Ensembles and their Certification in Adversarial Scenarios

Authors: Stefano Calzavara, Claudio Lucchese, Federico Marcuzzi, Salvatore Orlando | Published: 2020-04-07
ロバスト性に関する評価
攻撃の評価
最大カバレッジ問題

An Overview of Federated Deep Learning Privacy Attacks and Defensive Strategies

Authors: David Enthoven, Zaid Al-Ars | Published: 2020-04-01
ポイズニング
攻撃の評価
防御手法