Robustness Improvement Method

FlowPure: Continuous Normalizing Flows for Adversarial Purification

Authors: Elias Collaert, Abel Rodríguez, Sander Joos, Lieven Desmet, Vera Rimmer | Published: 2025-05-19
Robustness Improvement Method
Adversarial Learning
Effectiveness Analysis of Defense Methods
2025.05.19 2025.05.28
Literature Database

Addressing Neural Network Robustness with Mixup and Targeted Labeling Adversarial Training

Authors: Alfred Laugros, Alice Caplier, Matthieu Ospici | Published: 2020-08-19
Robustness Improvement Method
Adversarial Example
Vulnerability of Adversarial Examples
2020.08.19 2025.05.28
Literature Database

Provably robust deep generative models

Authors: Filipe Condessa, Zico Kolter | Published: 2020-04-22
Robustness Improvement Method
Adversarial attack
Deep Learning Method
2020.04.22 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

Luring of transferable adversarial perturbations in the black-box paradigm

Authors: Rémi Bernhard, Pierre-Alain Moellic, Jean-Max Dutertre | Published: 2020-04-10 | Updated: 2021-03-03
Robustness Improvement Method
Attack Evaluation
Adversarial Example
2020.04.10 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

Robustness of Bayesian Neural Networks to Gradient-Based Attacks

Authors: Ginevra Carbone, Matthew Wicker, Luca Laurenti, Andrea Patane, Luca Bortolussi, Guido Sanguinetti | Published: 2020-02-11 | Updated: 2020-06-24
Robustness Evaluation
Robustness Improvement Method
Adversarial attack
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

Fine-grained Uncertainty Modeling in Neural Networks

Authors: Rahul Soni, Naresh Shah, Jimmy D. Moore | Published: 2020-02-11
Training Method
Robustness Improvement Method
Hierarchical Uncertainty Model
2020.02.11 2025.05.28
Literature Database

Testing Robustness Against Unforeseen Adversaries

Authors: Max Kaufmann, Daniel Kang, Yi Sun, Steven Basart, Xuwang Yin, Mantas Mazeika, Akul Arora, Adam Dziedzic, Franziska Boenisch, Tom Brown, Jacob Steinhardt, Dan Hendrycks | Published: 2019-08-21 | Updated: 2023-10-30
Robustness Improvement Method
Future Research
Adversarial Attack Methods
2019.08.21 2025.05.28
Literature Database
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