Robustness Analysis

Evaluating the Robustness of Adversarial Defenses in Malware Detection Systems

Authors: Mostafa Jafari, Alireza Shameli-Sendi | Published: 2025-05-14
Robustness Analysis
Attack Detection Method
Adversarial Learning
2025.05.14 2025.05.28
Literature Database

PatchGuard: A Provably Robust Defense against Adversarial Patches via Small Receptive Fields and Masking

Authors: Chong Xiang, Arjun Nitin Bhagoji, Vikash Sehwag, Prateek Mittal | Published: 2020-05-17 | Updated: 2021-03-31
Robustness Analysis
Adversarial attack
Feature Extraction Method
2020.05.17 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

Systematic Evaluation of Backdoor Data Poisoning Attacks on Image Classifiers

Authors: Loc Truong, Chace Jones, Brian Hutchinson, Andrew August, Brenda Praggastis, Robert Jasper, Nicole Nichols, Aaron Tuor | Published: 2020-04-24
Backdoor Attack
Robustness Analysis
Regularization
2020.04.24 2025.05.28
Literature Database

How to compare adversarial robustness of classifiers from a global perspective

Authors: Niklas Risse, Christina Göpfert, Jan Philip Göpfert | Published: 2020-04-22 | Updated: 2020-10-15
Poisoning
Robustness Analysis
Evaluation Method
2020.04.22 2025.05.28
Literature Database

Differential 3D Facial Recognition: Adding 3D to Your State-of-the-Art 2D Method

Authors: J. Matias Di Martino, Fernando Suzacq, Mauricio Delbracio, Qiang Qiu, Guillermo Sapiro | Published: 2020-04-03
3D Feature Extraction
Robustness Analysis
Face Recognition
2020.04.03 2025.05.28
Literature Database

A simple way to make neural networks robust against diverse image corruptions

Authors: Evgenia Rusak, Lukas Schott, Roland S. Zimmermann, Julian Bitterwolf, Oliver Bringmann, Matthias Bethge, Wieland Brendel | Published: 2020-01-16 | Updated: 2020-07-22
Robustness Analysis
Convergence analysis
Adversarial Learning
2020.01.16 2025.05.28
Literature Database

Universal Lipschitz Approximation in Bounded Depth Neural Networks

Authors: Jeremy E. J. Cohen, Todd Huster, Ra Cohen | Published: 2019-04-09
Robustness Analysis
Polynomial Approximation
Machine Learning Algorithm
2019.04.09 2025.05.28
Literature Database

Stronger Data Poisoning Attacks Break Data Sanitization Defenses

Authors: Pang Wei Koh, Jacob Steinhardt, Percy Liang | Published: 2018-11-02 | Updated: 2021-12-03
Poisoning
Robustness Analysis
Robust Optimization
2018.11.02 2025.05.28
Literature Database

Certified Adversarial Robustness with Additive Noise

Authors: Bai Li, Changyou Chen, Wenlin Wang, Lawrence Carin | Published: 2018-09-10 | Updated: 2019-11-10
Robustness Analysis
Robustness Improvement Method
Adversarial Learning
2018.09.10 2025.05.28
Literature Database
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