Adversarial Learning

Constructing Unrestricted Adversarial Examples with Generative Models

Authors: Yang Song, Rui Shu, Nate Kushman, Stefano Ermon | Published: 2018-05-21 | Updated: 2018-12-02
Adversarial Learning
Adversarial Attack Detection
Generative Model
2018.05.21 2025.05.28
Literature Database

Curriculum Adversarial Training

Authors: Qi-Zhi Cai, Min Du, Chang Liu, Dawn Song | Published: 2018-05-13
Data Curation
Model Robustness
Adversarial Learning
2018.05.13 2025.05.28
Literature Database

Gradient Masking Causes CLEVER to Overestimate Adversarial Perturbation Size

Authors: Ian Goodfellow | Published: 2018-04-21
Adversarial Learning
Adversarial Attack Methods
Watermarking Technology
2018.04.21 2025.05.28
Literature Database

Learning More Robust Features with Adversarial Training

Authors: Shuangtao Li, Yuanke Chen, Yanlin Peng, Lin Bai | Published: 2018-04-20
Adversarial Learning
Adversarial Learning
Watermarking Technology
2018.04.20 2025.05.28
Literature Database

Adversarial Attacks Against Medical Deep Learning Systems

Authors: Samuel G. Finlayson, Hyung Won Chung, Isaac S. Kohane, Andrew L. Beam | Published: 2018-04-15 | Updated: 2019-02-04
Adversarial Learning
Adversarial Attack Analysis
Deep Learning
2018.04.15 2025.05.28
Literature Database

Adversarial Training Versus Weight Decay

Authors: Angus Galloway, Thomas Tanay, Graham W. Taylor | Published: 2018-04-10 | Updated: 2018-07-23
Certified Robustness
Adversarial Learning
Adversarial attack
2018.04.10 2025.05.28
Literature Database

Bypassing Feature Squeezing by Increasing Adversary Strength

Authors: Yash Sharma, Pin-Yu Chen | Published: 2018-03-27
Experimental Validation
Adversarial Learning
Adversarial attack
2018.03.27 2025.05.28
Literature Database

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
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