敵対的サンプルの検知

BOSH: An Efficient Meta Algorithm for Decision-based Attacks

Authors: Zhenxin Xiao, Puyudi Yang, Yuchen Jiang, Kai-Wei Chang, Cho-Jui Hsieh | Published: 2019-09-10 | Updated: 2019-10-14
敵対的サンプル
敵対的サンプルの検知
敵対的訓練

When Explainability Meets Adversarial Learning: Detecting Adversarial Examples using SHAP Signatures

Authors: Gil Fidel, Ron Bitton, Asaf Shabtai | Published: 2019-09-08
ポイズニング
敵対的サンプル
敵対的サンプルの検知

GAT: Generative Adversarial Training for Adversarial Example Detection and Robust Classification

Authors: Xuwang Yin, Soheil Kolouri, Gustavo K. Rohde | Published: 2019-05-27 | Updated: 2022-10-01
バイナリ分類器
ポイズニング
敵対的サンプルの検知

Non-Determinism in Neural Networks for Adversarial Robustness

Authors: Daanish Ali Khan, Linhong Li, Ninghao Sha, Zhuoran Liu, Abelino Jimenez, Bhiksha Raj, Rita Singh | Published: 2019-05-26
ポイズニング
敵対的サンプル
敵対的サンプルの検知

Defending against adversarial attacks by randomized diversification

Authors: Olga Taran, Shideh Rezaeifar, Taras Holotyak, Slava Voloshynovskiy | Published: 2019-04-01
敵対的サンプルの検知
敵対的攻撃検出
透かしの耐久性

Semantics Preserving Adversarial Learning

Authors: Ousmane Amadou Dia, Elnaz Barshan, Reza Babanezhad | Published: 2019-03-10 | Updated: 2019-12-21
堅牢性向上手法
敵対的サンプルの検知
敵対的摂動手法

Towards Understanding Adversarial Examples Systematically: Exploring Data Size, Task and Model Factors

Authors: Ke Sun, Zhanxing Zhu, Zhouchen Lin | Published: 2019-02-28
ロバスト性評価
敵対的サンプルの検知
敵対的学習

Can Intelligent Hyperparameter Selection Improve Resistance to Adversarial Examples?

Authors: Cody Burkard, Brent Lagesse | Published: 2019-02-14
敵対的サンプル
敵対的サンプルの検知
敵対的攻撃手法

A Multiversion Programming Inspired Approach to Detecting Audio Adversarial Examples

Authors: Qiang Zeng, Jianhai Su, Chenglong Fu, Golam Kayas, Lannan Luo | Published: 2018-12-26 | Updated: 2019-12-03
モデルの頑健性保証
敵対的サンプルの検知
音声認識プロセス

PPD: Permutation Phase Defense Against Adversarial Examples in Deep Learning

Authors: Mehdi Jafarnia-Jahromi, Tasmin Chowdhury, Hsin-Tai Wu, Sayandev Mukherjee | Published: 2018-12-25 | Updated: 2020-01-04
ロバスト性
敵対的サンプルの検知
敵対的学習