Adversarial Learning

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

Certified Robustness to Adversarial Examples with Differential Privacy

Authors: Mathias Lecuyer, Vaggelis Atlidakis, Roxana Geambasu, Daniel Hsu, Suman Jana | Published: 2018-02-09 | Updated: 2019-05-29
Robustness Evaluation
Adversarial Example
Adversarial Learning
2018.02.09 2025.05.28
Literature Database

Blind Pre-Processing: A Robust Defense Method Against Adversarial Examples

Authors: Adnan Siraj Rakin, Zhezhi He, Boqing Gong, Deliang Fan | Published: 2018-02-05 | Updated: 2018-02-07
Data Preprocessing
Certified Robustness
Adversarial Learning
2018.02.05 2025.05.28
Literature Database

Sparsity-based Defense against Adversarial Attacks on Linear Classifiers

Authors: Zhinus Marzi, Soorya Gopalakrishnan, Upamanyu Madhow, Ramtin Pedarsani | Published: 2018-01-15 | Updated: 2018-06-19
Sparsity Defense
Adversarial Learning
Adversarial attack
2018.01.15 2025.05.28
Literature Database
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