敵対的学習

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

Adversarial Examples in Deep Learning: Characterization and Divergence

Authors: Wenqi Wei, Ling Liu, Margaret Loper, Stacey Truex, Lei Yu, Mehmet Emre Gursoy, Yanzhao Wu | Published: 2018-06-29 | Updated: 2018-12-30
損失関数
攻撃の評価
敵対的学習

Towards Demystifying Membership Inference Attacks

Authors: Stacey Truex, Ling Liu, Mehmet Emre Gursoy, Lei Yu, Wenqi Wei | Published: 2018-06-28 | Updated: 2019-02-01
メンバーシップ推論
攻撃シナリオ分析
敵対的学習

Gradient Adversarial Training of Neural Networks

Authors: Ayan Sinha, Zhao Chen, Vijay Badrinarayanan, Andrew Rabinovich | Published: 2018-06-21
堅牢性向上手法
敵対的学習
敵対的訓練

Built-in Vulnerabilities to Imperceptible Adversarial Perturbations

Authors: Thomas Tanay, Jerone T. A. Andrews, Lewis D. Griffin | Published: 2018-06-19 | Updated: 2019-05-07
モデルの頑健性保証
敵対的学習
敵対的訓練

Static Malware Detection & Subterfuge: Quantifying the Robustness of Machine Learning and Current Anti-Virus

Authors: William Fleshman, Edward Raff, Richard Zak, Mark McLean, Charles Nicholas | Published: 2018-06-12
サイバーセキュリティ
攻撃の分類
敵対的学習

Adversarial Regression with Multiple Learners

Authors: Liang Tong, Sixie Yu, Scott Alfeld, Yevgeniy Vorobeychik | Published: 2018-06-06
ポイズニング
損失関数
敵対的学習

Detecting Adversarial Examples via Key-based Network

Authors: Pinlong Zhao, Zhouyu Fu, Ou wu, Qinghua Hu, Jun Wang | Published: 2018-06-02
敵対的学習
敵対的移転性
透かし評価

Towards Robust Training of Neural Networks by Regularizing Adversarial Gradients

Authors: Fuxun Yu, Zirui Xu, Yanzhi Wang, Chenchen Liu, Xiang Chen | Published: 2018-05-23 | Updated: 2018-06-07
モデルの堅牢性
敵対的学習
敵対的攻撃検出

Constructing Unrestricted Adversarial Examples with Generative Models

Authors: Yang Song, Rui Shu, Nate Kushman, Stefano Ermon | Published: 2018-05-21 | Updated: 2018-12-02
敵対的学習
敵対的攻撃検出
生成モデル