Adversarial Training

Using Single-Step Adversarial Training to Defend Iterative Adversarial Examples

Authors: Guanxiong Liu, Issa Khalil, Abdallah Khreishah | Published: 2020-02-22 | Updated: 2020-02-27
Performance Evaluation
Adversarial Example
Adversarial Training
2020.02.22 2025.05.28
Literature Database

Robustness from Simple Classifiers

Authors: Sharon Qian, Dimitris Kalimeris, Gal Kaplun, Yaron Singer | Published: 2020-02-21
Robustness Evaluation
Adversarial Training
Defense Method
2020.02.21 2025.05.28
Literature Database

Adversarial Detection and Correction by Matching Prediction Distributions

Authors: Giovanni Vacanti, Arnaud Van Looveren | Published: 2020-02-21
Advice Provision
Adversarial Training
Defense Method
2020.02.21 2025.05.28
Literature Database

A Bayes-Optimal View on Adversarial Examples

Authors: Eitan Richardson, Yair Weiss | Published: 2020-02-20 | Updated: 2021-03-17
Robustness Evaluation
Adversarial Example
Adversarial Training
2020.02.20 2025.05.28
Literature Database

Boosting Adversarial Training with Hypersphere Embedding

Authors: Tianyu Pang, Xiao Yang, Yinpeng Dong, Kun Xu, Jun Zhu, Hang Su | Published: 2020-02-20 | Updated: 2020-11-25
Training Method
Effective Perturbation Methods
Adversarial Training
2020.02.20 2025.05.28
Literature Database

More Data Can Expand the Generalization Gap Between Adversarially Robust and Standard Models

Authors: Lin Chen, Yifei Min, Mingrui Zhang, Amin Karbasi | Published: 2020-02-11 | Updated: 2020-08-15
Robustness Evaluation
Adversarial Example
Adversarial Training
2020.02.11 2025.05.28
Literature Database

Adversarial Robustness for Code

Authors: Pavol Bielik, Martin Vechev | Published: 2020-02-11 | Updated: 2020-08-15
Poisoning
Robustness Improvement Method
Adversarial Training
2020.02.11 2025.05.28
Literature Database

Improving the affordability of robustness training for DNNs

Authors: Sidharth Gupta, Parijat Dube, Ashish Verma | Published: 2020-02-11 | Updated: 2020-04-30
Training Method
Robustness Improvement Method
Adversarial Training
2020.02.11 2025.05.28
Literature Database

Square Attack: a query-efficient black-box adversarial attack via random search

Authors: Maksym Andriushchenko, Francesco Croce, Nicolas Flammarion, Matthias Hein | Published: 2019-11-29 | Updated: 2020-07-29
Model Evaluation
Adversarial Attack Detection
Adversarial Training
2019.11.29 2025.05.28
Literature Database

A Useful Taxonomy for Adversarial Robustness of Neural Networks

Authors: Leslie N. Smith | Published: 2019-10-23
Adversarial Example
Adversarial Training
Effectiveness Analysis of Defense Methods
2019.10.23 2025.05.28
Literature Database
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