Adversarial Learning

Robustness for Non-Parametric Classification: A Generic Attack and Defense

Authors: Yao-Yuan Yang, Cyrus Rashtchian, Yizhen Wang, Kamalika Chaudhuri | Published: 2019-06-07 | Updated: 2020-02-24
Robust Classification
Adversarial Learning
Defense Method
2019.06.07 2025.05.28
Literature Database

Adversarial Attacks on Remote User Authentication Using Behavioural Mouse Dynamics

Authors: Yi Xiang Marcus Tan, Alfonso Iacovazzi, Ivan Homoliak, Yuval Elovici, Alexander Binder | Published: 2019-05-28 | Updated: 2019-11-27
Poisoning
Model Evaluation
Adversarial Learning
2019.05.28 2025.05.28
Literature Database

Improving the Robustness of Deep Neural Networks via Adversarial Training with Triplet Loss

Authors: Pengcheng Li, Jinfeng Yi, Bowen Zhou, Lijun Zhang | Published: 2019-05-28
Poisoning
Adversarial Example
Adversarial Learning
2019.05.28 2025.05.28
Literature Database

Adversarially Robust Learning Could Leverage Computational Hardness

Authors: Sanjam Garg, Somesh Jha, Saeed Mahloujifar, Mohammad Mahmoody | Published: 2019-05-28 | Updated: 2019-12-19
Adversarial Example
Adversarial Learning
Computational Consistency
2019.05.28 2025.05.28
Literature Database

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
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