攻撃の評価

Prediction Poisoning: Towards Defenses Against DNN Model Stealing Attacks

Authors: Tribhuvanesh Orekondy, Bernt Schiele, Mario Fritz | Published: 2019-06-26 | Updated: 2020-03-03
モデルの頑健性保証
モデル抽出攻撃の検知
攻撃の評価

Misleading Authorship Attribution of Source Code using Adversarial Learning

Authors: Erwin Quiring, Alwin Maier, Konrad Rieck | Published: 2019-05-29 | Updated: 2019-05-31
攻撃の評価
敵対的攻撃
著者帰属手法

Implementing SCADA Scenarios and Introducing Attacks to Obtain Training Data for Intrusion Detection Methods

Authors: Simon Duque Antón, Michael Gundall, Daniel Fraunholz, Hans Dieter Schotten | Published: 2019-05-28
データ収集手法
攻撃の評価
機械学習

Beyond Explainability: Leveraging Interpretability for Improved Adversarial Learning

Authors: Devinder Kumar, Ibrahim Ben-Daya, Kanav Vats, Jeffery Feng, Graham Taylor and, Alexander Wong | Published: 2019-04-21
攻撃の評価
敵対的訓練
機械学習技術

Robust Website Fingerprinting Through the Cache Occupancy Channel

Authors: Anatoly Shusterman, Lachlan Kang, Yarden Haskal, Yosef Meltser, Prateek Mittal, Yossi Oren, Yuval Yarom | Published: 2018-11-17 | Updated: 2019-02-21
フィンガープリンティング手法
攻撃の評価
防御手法

RadIoT: Radio Communications Intrusion Detection for IoT – A Protocol Independent Approach

Authors: Jonathan Roux, Eric Alata, Guillaume Auriol, Mohamed Kaâniche, Vincent Nicomette, Romain Cayre | Published: 2018-11-09
IoTセキュリティ
信号解析
攻撃の評価

Universal Decision-Based Black-Box Perturbations: Breaking Security-Through-Obscurity Defenses

Authors: Thomas A. Hogan, Bhavya Kailkhura | Published: 2018-11-09 | Updated: 2018-11-13
トリガーの検知
悪意のあるコンテンツ生成
攻撃の評価

FAdeML: Understanding the Impact of Pre-Processing Noise Filtering on Adversarial Machine Learning

Authors: Faiq Khalid, Muhammmad Abdullah Hanif, Semeen Rehman, Junaid Qadir, Muhammad Shafique | Published: 2018-11-04
モデル抽出攻撃
攻撃の評価
防御手法

SSCNets: Robustifying DNNs using Secure Selective Convolutional Filters

Authors: Hassan Ali, Faiq Khalid, Hammad Tariq, Muhammad Abdullah Hanif, Semeen Rehman, Rehan Ahmed, Muhammad Shafique | Published: 2018-11-04 | Updated: 2020-05-15
トリガーの検知
ロバスト性向上
攻撃の評価

Adversarial Robustness Toolbox v1.0.0

Authors: Maria-Irina Nicolae, Mathieu Sinn, Minh Ngoc Tran, Beat Buesser, Ambrish Rawat, Martin Wistuba, Valentina Zantedeschi, Nathalie Baracaldo, Bryant Chen, Heiko Ludwig, Ian M. Molloy, Ben Edwards | Published: 2018-07-03 | Updated: 2019-11-15
バックドア攻撃
攻撃の評価
敵対的学習