モデルの頑健性保証

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

Adequacy of the Gradient-Descent Method for Classifier Evasion Attacks

Authors: Yi Han, Benjamin I. P. Rubinstein | Published: 2017-04-06 | Updated: 2017-05-25
ポイズニング
モデルの頑健性保証
対抗的学習

Comment on “Biologically inspired protection of deep networks from adversarial attacks”

Authors: Wieland Brendel, Matthias Bethge | Published: 2017-04-05
トリガーの検知
モデルの頑健性保証
対抗的学習

Biologically inspired protection of deep networks from adversarial attacks

Authors: Aran Nayebi, Surya Ganguli | Published: 2017-03-27
モデルの設計や精度
モデルの頑健性保証
学習の改善