Adversarial Example

Evaluating Ensemble Robustness Against Adversarial Attacks

Authors: George Adam, Romain Speciel | Published: 2020-05-12
Robustness Improvement Method
Promotion of Diversity
Adversarial Example
2020.05.12 2025.05.28
Literature Database

Towards Robustness against Unsuspicious Adversarial Examples

Authors: Liang Tong, Minzhe Guo, Atul Prakash, Yevgeniy Vorobeychik | Published: 2020-05-08 | Updated: 2020-10-08
Robustness Improvement Method
Adversarial Example
Adversarial Training
2020.05.08 2025.05.28
Literature Database

Towards Frequency-Based Explanation for Robust CNN

Authors: Zifan Wang, Yilin Yang, Ankit Shrivastava, Varun Rawal, Zihao Ding | Published: 2020-05-06
Robustness Improvement Method
Frequency Component Analysis
Adversarial Example
2020.05.06 2025.05.28
Literature Database

Adversarial Training against Location-Optimized Adversarial Patches

Authors: Sukrut Rao, David Stutz, Bernt Schiele | Published: 2020-05-05 | Updated: 2020-12-14
Robustness Improvement Method
Adversarial Example
Optimization Strategy
2020.05.05 2025.05.28
Literature Database

Do Gradient-based Explanations Tell Anything About Adversarial Robustness to Android Malware?

Authors: Marco Melis, Michele Scalas, Ambra Demontis, Davide Maiorca, Battista Biggio, Giorgio Giacinto, Fabio Roli | Published: 2020-05-04 | Updated: 2021-05-27
Poisoning
Malware Classification
Adversarial Example
2020.05.04 2025.05.28
Literature Database

Robust Deep Learning as Optimal Control: Insights and Convergence Guarantees

Authors: Jacob H. Seidman, Mahyar Fazlyab, Victor M. Preciado, George J. Pappas | Published: 2020-05-01
Algorithm
Adversarial Example
Optimization Strategy
2020.05.01 2025.05.28
Literature Database

Improved Image Wasserstein Attacks and Defenses

Authors: Edward J. Hu, Adith Swaminathan, Hadi Salman, Greg Yang | Published: 2020-04-26 | Updated: 2023-05-09
Robustness Analysis
Adversarial Example
Adversarial Attack Methods
2020.04.26 2025.05.28
Literature Database

Adversarial Attacks and Defenses: An Interpretation Perspective

Authors: Ninghao Liu, Mengnan Du, Ruocheng Guo, Huan Liu, Xia Hu | Published: 2020-04-23 | Updated: 2020-10-07
Poisoning
Adversarial Example
Adversarial Attack Methods
2020.04.23 2025.05.28
Literature Database

Adversarial Machine Learning in Network Intrusion Detection Systems

Authors: Elie Alhajjar, Paul Maxwell, Nathaniel D. Bastian | Published: 2020-04-23
Adversarial Example
Adversarial Attack Methods
Machine Learning
2020.04.23 2025.05.28
Literature Database

Certifying Joint Adversarial Robustness for Model Ensembles

Authors: Mainuddin Ahmad Jonas, David Evans | Published: 2020-04-21
Model Ensemble
Robustness Improvement Method
Adversarial Example
2020.04.21 2025.05.28
Literature Database
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