Adversarial Learning

ZK-GanDef: A GAN based Zero Knowledge Adversarial Training Defense for Neural Networks

Authors: Guanxiong Liu, Issa Khalil, Abdallah Khreishah | Published: 2019-04-17
Adversarial Example
Adversarial Learning
Machine Learning Method
2019.04.17 2025.05.28
Literature Database

Defensive Quantization: When Efficiency Meets Robustness

Authors: Ji Lin, Chuang Gan, Song Han | Published: 2019-04-17
Adversarial Learning
Adversarial Attack Detection
Quantized Neural Network
2019.04.17 2025.05.28
Literature Database

Are Self-Driving Cars Secure? Evasion Attacks against Deep Neural Networks for Steering Angle Prediction

Authors: Alesia Chernikova, Alina Oprea, Cristina Nita-Rotaru, BaekGyu Kim | Published: 2019-04-15
Adversarial Learning
Adversarial Attack Detection
Deep Learning
2019.04.15 2025.05.28
Literature Database

On the Vulnerability of CNN Classifiers in EEG-Based BCIs

Authors: Xiao Zhang, Dongrui Wu | Published: 2019-03-31
Certified Robustness
Adversarial Learning
Adversarial Attack Detection
2019.03.31 2025.05.28
Literature Database

Benchmarking Neural Network Robustness to Common Corruptions and Perturbations

Authors: Dan Hendrycks, Thomas Dietterich | Published: 2019-03-28
Robust Optimization
Adversarial Learning
Adversarial Attack Detection
2019.03.28 2025.05.28
Literature Database

Rallying Adversarial Techniques against Deep Learning for Network Security

Authors: Joseph Clements, Yuzhe Yang, Ankur Sharma, Hongxin Hu, Yingjie Lao | Published: 2019-03-27 | Updated: 2021-10-25
Effective Perturbation Methods
Adversarial Learning
Adversarial Attack Detection
2019.03.27 2025.05.28
Literature Database

Bridging Adversarial Robustness and Gradient Interpretability

Authors: Beomsu Kim, Junghoon Seo, Taegyun Jeon | Published: 2019-03-27 | Updated: 2019-04-19
Certified Robustness
Adversarial Learning
Interpretability
2019.03.27 2025.05.28
Literature Database

Scaling up the randomized gradient-free adversarial attack reveals overestimation of robustness using established attacks

Authors: Francesco Croce, Jonas Rauber, Matthias Hein | Published: 2019-03-27 | Updated: 2019-09-25
Trigger Detection
Adversarial Learning
Adversarial Attack Detection
2019.03.27 2025.05.28
Literature Database

The LogBarrier adversarial attack: making effective use of decision boundary information

Authors: Chris Finlay, Aram-Alexandre Pooladian, Adam M. Oberman | Published: 2019-03-25
Certified Robustness
Effective Perturbation Methods
Adversarial Learning
2019.03.25 2025.05.28
Literature Database

Robust Neural Networks using Randomized Adversarial Training

Authors: Alexandre Araujo, Laurent Meunier, Rafael Pinot, Benjamin Negrevergne | Published: 2019-03-25 | Updated: 2020-02-13
Certified Robustness
Adversarial Learning
Adversarial Attack Detection
2019.03.25 2025.05.28
Literature Database
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