防御効果分析

A cryptographic approach to black box adversarial machine learning

Authors: Kevin Shi, Daniel Hsu, Allison Bishop | Published: 2019-06-07 | Updated: 2020-02-21
セキュリティテスト
敵対的訓練
防御効果分析

Combatting Adversarial Attacks through Denoising and Dimensionality Reduction: A Cascaded Autoencoder Approach

Authors: Rajeev Sahay, Rehana Mahfuz, Aly El Gamal | Published: 2018-12-07
攻撃手法
敵対的サンプルの検知
防御効果分析

Adversarial Attacks, Regression, and Numerical Stability Regularization

Authors: Andre T. Nguyen, Edward Raff | Published: 2018-12-07
ロバスト回帰
敵対的サンプル
防御効果分析

Enhancing Robustness of Machine Learning Systems via Data Transformations

Authors: Arjun Nitin Bhagoji, Daniel Cullina, Chawin Sitawarin, Prateek Mittal | Published: 2017-04-09 | Updated: 2017-11-29
モデルの頑健性保証
モデル抽出攻撃
防御効果分析