Adversarial Learning

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

Are Generative Classifiers More Robust to Adversarial Attacks?

Authors: Yingzhen Li, John Bradshaw, Yash Sharma | Published: 2018-02-19 | Updated: 2019-05-27
Robustness Evaluation
Adversarial Learning
Adversarial attack
2018.02.19 2025.05.28
Literature Database

Adversarial Risk and the Dangers of Evaluating Against Weak Attacks

Authors: Jonathan Uesato, Brendan O'Donoghue, Aaron van den Oord, Pushmeet Kohli | Published: 2018-02-15 | Updated: 2018-06-12
Adversarial Learning
Adversarial Learning
Adversarial attack
2018.02.15 2025.05.28
Literature Database

Distributed One-class Learning

Authors: Ali Shahin Shamsabadi, Hamed Haddadi, Andrea Cavallaro | Published: 2018-02-10
Privacy Protection Mechanism
Adversarial Learning
Machine Learning Method
2018.02.10 2025.05.28
Literature Database
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