Adversarial Learning

A Dynamic-Adversarial Mining Approach to the Security of Machine Learning

Authors: Tegjyot Singh Sethi, Mehmed Kantardzic, Lingyu Lyua, Jiashun Chen | Published: 2018-03-24
Model Extraction Attack
Detection of Model Extraction Attacks
Adversarial Learning
2018.03.24 2025.05.28
Literature Database

Improving DNN Robustness to Adversarial Attacks using Jacobian Regularization

Authors: Daniel Jakubovitz, Raja Giryes | Published: 2018-03-23 | Updated: 2019-05-28
Certified Robustness
Adversarial Learning
Regularization
2018.03.23 2025.05.28
Literature Database

Adversarial Defense based on Structure-to-Signal Autoencoders

Authors: Joachim Folz, Sebastian Palacio, Joern Hees, Damian Borth, Andreas Dengel | Published: 2018-03-21
Poisoning
Adversarial Learning
Image Feature Extraction
2018.03.21 2025.05.28
Literature Database

Technical Report: When Does Machine Learning FAIL? Generalized Transferability for Evasion and Poisoning Attacks

Authors: Octavian Suciu, Radu Mărginean, Yiğitcan Kaya, Hal Daumé III, Tudor Dumitraş | Published: 2018-03-19 | Updated: 2019-03-08
Performance Evaluation Metrics
Adversarial Example
Adversarial Learning
2018.03.19 2025.05.28
Literature Database

Adversarial Logit Pairing

Authors: Harini Kannan, Alexey Kurakin, Ian Goodfellow | Published: 2018-03-16
Certified Robustness
Adversarial Learning
Machine Learning Method
2018.03.16 2025.05.28
Literature Database

Vulnerability of Deep Learning

Authors: Richard Kenway | Published: 2018-03-16
Convergence Property
Adversarial Example
Adversarial Learning
2018.03.16 2025.05.28
Literature Database

Variance Networks: When Expectation Does Not Meet Your Expectations

Authors: Kirill Neklyudov, Dmitry Molchanov, Arsenii Ashukha, Dmitry Vetrov | Published: 2018-03-10 | Updated: 2019-02-18
Bayesian Security
Adversarial Learning
Machine Learning Application
2018.03.10 2025.05.28
Literature Database

Stochastic Activation Pruning for Robust Adversarial Defense

Authors: Guneet S. Dhillon, Kamyar Azizzadenesheli, Zachary C. Lipton, Jeremy Bernstein, Jean Kossaifi, Aran Khanna, Anima Anandkumar | Published: 2018-03-05
Adversarial Example Detection
Adversarial Learning
Machine Learning Technology
2018.03.05 2025.05.28
Literature Database

Understanding and Enhancing the Transferability of Adversarial Examples

Authors: Lei Wu, Zhanxing Zhu, Cheng Tai, Weinan E | Published: 2018-02-27
Model evaluation methods
Adversarial Learning
Adversarial Attack Analysis
2018.02.27 2025.05.28
Literature Database

Adversarial Training for Probabilistic Spiking Neural Networks

Authors: Alireza Bagheri, Osvaldo Simeone, Bipin Rajendran | Published: 2018-02-22 | Updated: 2018-02-26
Spiking Neural Network
Adversarial Learning
Adversarial Training
2018.02.22 2025.05.28
Literature Database
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