Adversarial Learning

Attacking Graph Convolutional Networks via Rewiring

Authors: Yao Ma, Suhang Wang, Tyler Derr, Lingfei Wu, Jiliang Tang | Published: 2019-06-10 | Updated: 2019-09-28
Reinforcement Learning Attack
Adversarial Learning
Deep Reinforcement Learning
2019.06.10 2025.05.28
Literature Database

Provably Robust Deep Learning via Adversarially Trained Smoothed Classifiers

Authors: Hadi Salman, Greg Yang, Jerry Li, Pengchuan Zhang, Huan Zhang, Ilya Razenshteyn, Sebastien Bubeck | Published: 2019-06-09 | Updated: 2020-01-10
Poisoning
Adversarial Learning
Defense Method
2019.06.09 2025.05.28
Literature Database

Adversarial Attack Generation Empowered by Min-Max Optimization

Authors: Jingkang Wang, Tianyun Zhang, Sijia Liu, Pin-Yu Chen, Jiacen Xu, Makan Fardad, Bo Li | Published: 2019-06-09 | Updated: 2021-11-01
Adversarial Learning
Deep Learning
Defense Method
2019.06.09 2025.05.28
Literature Database

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
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