攻撃の評価

Cross-Layer Strategic Ensemble Defense Against Adversarial Examples

Authors: Wenqi Wei, Ling Liu, Margaret Loper, Ka-Ho Chow, Emre Gursoy, Stacey Truex, Yanzhao Wu | Published: 2019-10-01
ポイズニング
攻撃の評価
敵対的サンプル

Nesterov Accelerated Gradient and Scale Invariance for Adversarial Attacks

Authors: Jiadong Lin, Chuanbiao Song, Kun He, Liwei Wang, John E. Hopcroft | Published: 2019-08-17 | Updated: 2020-02-03
堅牢性向上手法
攻撃の評価
敵対的攻撃手法

Adversarial shape perturbations on 3D point clouds

Authors: Daniel Liu, Ronald Yu, Hao Su | Published: 2019-08-16 | Updated: 2020-10-23
堅牢性向上手法
攻撃の評価
敵対的攻撃手法

BlurNet: Defense by Filtering the Feature Maps

Authors: Ravi Raju, Mikko Lipasti | Published: 2019-08-06 | Updated: 2020-05-16
堅牢性向上手法
攻撃の評価
敵対的攻撃手法

Model Agnostic Defence against Backdoor Attacks in Machine Learning

Authors: Sakshi Udeshi, Shanshan Peng, Gerald Woo, Lionell Loh, Louth Rawshan, Sudipta Chattopadhyay | Published: 2019-08-06 | Updated: 2022-03-31
バックドア攻撃
攻撃の評価
毒性攻撃に特化した内容

A principled approach for generating adversarial images under non-smooth dissimilarity metrics

Authors: Aram-Alexandre Pooladian, Chris Finlay, Tim Hoheisel, Adam Oberman | Published: 2019-08-05 | Updated: 2019-10-08
堅牢性向上手法
攻撃の評価
敵対的攻撃手法

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