Adversarial Learning

Adversarial Attacks on Deep Neural Networks for Time Series Classification

Authors: Hassan Ismail Fawaz, Germain Forestier, Jonathan Weber, Lhassane Idoumghar, Pierre-Alain Muller | Published: 2019-03-17 | Updated: 2019-04-26
Adversarial Example
Adversarial Learning
Adversarial Attack Detection
2019.03.17 2025.05.28
Literature Database

Attribution-driven Causal Analysis for Detection of Adversarial Examples

Authors: Susmit Jha, Sunny Raj, Steven Lawrence Fernandes, Sumit Kumar Jha, Somesh Jha, Gunjan Verma, Brian Jalaian, Ananthram Swami | Published: 2019-03-14
Certified Robustness
Adversarial Learning
Adversarial Attack Methods
2019.03.14 2025.05.28
Literature Database

Adversarial Out-domain Examples for Generative Models

Authors: Dario Pasquini, Marco Mingione, Massimo Bernaschi | Published: 2019-03-07 | Updated: 2019-05-13
Out-of-Distribution Detection
Adversarial Learning
Adversarial Training
2019.03.07 2025.05.28
Literature Database

GanDef: A GAN based Adversarial Training Defense for Neural Network Classifier

Authors: Guanxiong Liu, Issa Khalil, Abdallah Khreishah | Published: 2019-03-06
Certified Robustness
Adversarial Learning
Adversarial Training
2019.03.06 2025.05.28
Literature Database

Complement Objective Training

Authors: Hao-Yun Chen, Pei-Hsin Wang, Chun-Hao Liu, Shih-Chieh Chang, Jia-Yu Pan, Yu-Ting Chen, Wei Wei, Da-Cheng Juan | Published: 2019-03-04 | Updated: 2019-03-21
Multi-Class Classification
Robustness Improvement Method
Adversarial Learning
2019.03.04 2025.05.28
Literature Database

Evaluating Adversarial Evasion Attacks in the Context of Wireless Communications

Authors: Bryse Flowers, R. Michael Buehrer, William C. Headley | Published: 2019-03-01
Adversarial Learning
Adversarial Perturbation Techniques
Wireless Channel Detection
2019.03.01 2025.05.28
Literature Database

Enhancing the Robustness of Deep Neural Networks by Boundary Conditional GAN

Authors: Ke Sun, Zhanxing Zhu, Zhouchen Lin | Published: 2019-02-28
Certified Robustness
Robustness Improvement Method
Adversarial Learning
2019.02.28 2025.05.28
Literature Database

Towards Understanding Adversarial Examples Systematically: Exploring Data Size, Task and Model Factors

Authors: Ke Sun, Zhanxing Zhu, Zhouchen Lin | Published: 2019-02-28
Robustness Evaluation
Adversarial Example Detection
Adversarial Learning
2019.02.28 2025.05.28
Literature Database

Adversarial Attacks on Time Series

Authors: Fazle Karim, Somshubra Majumdar, Houshang Darabi | Published: 2019-02-27 | Updated: 2019-03-01
Model Extraction Attack
Adversarial Example
Adversarial Learning
2019.02.27 2025.05.28
Literature Database

The Best Defense Is a Good Offense: Adversarial Attacks to Avoid Modulation Detection

Authors: Muhammad Zaid Hameed, Andras Gyorgy, Deniz Gunduz | Published: 2019-02-27 | Updated: 2020-04-07
Adversarial Example
Adversarial Learning
Wireless Channel Detection
2019.02.27 2025.05.28
Literature Database
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