Adversarial Learning

Reinforcement Learning for Autonomous Defence in Software-Defined Networking

Authors: Yi Han, Benjamin I. P. Rubinstein, Tamas Abraham, Tansu Alpcan, Olivier De Vel, Sarah Erfani, David Hubczenko, Christopher Leckie, Paul Montague | Published: 2018-08-17
Adversarial Learning
Adversarial attack
Automated Response to Attacks in Autonomous Systems

Distributionally Adversarial Attack

Authors: Tianhang Zheng, Changyou Chen, Kui Ren | Published: 2018-08-16 | Updated: 2018-12-06
Deepfake
Adversarial Learning
Adversarial attack

Beyond Pixel Norm-Balls: Parametric Adversaries using an Analytically Differentiable Renderer

Authors: Hsueh-Ti Derek Liu, Michael Tao, Chun-Liang Li, Derek Nowrouzezahrai, Alec Jacobson | Published: 2018-08-08 | Updated: 2019-02-17
Adversarial Learning
Adversarial attack
Machine Learning Method

Adversarial Vision Challenge

Authors: Wieland Brendel, Jonas Rauber, Alexey Kurakin, Nicolas Papernot, Behar Veliqi, Marcel Salathé, Sharada P. Mohanty, Matthias Bethge | Published: 2018-08-06 | Updated: 2018-12-06
Certified Robustness
Adversarial Learning
Adversarial attack

Rob-GAN: Generator, Discriminator, and Adversarial Attacker

Authors: Xuanqing Liu, Cho-Jui Hsieh | Published: 2018-07-27 | Updated: 2019-04-15
Robustness Evaluation
Adversarial Learning
Adversarial attack

Gradient Band-based Adversarial Training for Generalized Attack Immunity of A3C Path Finding

Authors: Tong Chen, Wenjia Niu, Yingxiao Xiang, Xiaoxuan Bai, Jiqiang Liu, Zhen Han, Gang Li | Published: 2018-07-18
Poisoning
Adversarial Learning
Adversarial attack

A Simple Unified Framework for Detecting Out-of-Distribution Samples and Adversarial Attacks

Authors: Kimin Lee, Kibok Lee, Honglak Lee, Jinwoo Shin | Published: 2018-07-10 | Updated: 2018-10-27
Model Evaluation
Adversarial Example Detection
Adversarial Learning

Implicit Generative Modeling of Random Noise during Training for Adversarial Robustness

Authors: Priyadarshini Panda, Kaushik Roy | Published: 2018-07-05 | Updated: 2019-05-31
Data Generation
Certified Robustness
Adversarial Learning

Adversarial Robustness Toolbox v1.0.0

Authors: Maria-Irina Nicolae, Mathieu Sinn, Minh Ngoc Tran, Beat Buesser, Ambrish Rawat, Martin Wistuba, Valentina Zantedeschi, Nathalie Baracaldo, Bryant Chen, Heiko Ludwig, Ian M. Molloy, Ben Edwards | Published: 2018-07-03 | Updated: 2019-11-15
Backdoor Attack
Attack Evaluation
Adversarial Learning

Adversarial Examples in Deep Learning: Characterization and Divergence

Authors: Wenqi Wei, Ling Liu, Margaret Loper, Stacey Truex, Lei Yu, Mehmet Emre Gursoy, Yanzhao Wu | Published: 2018-06-29 | Updated: 2018-12-30
Loss Function
Attack Evaluation
Adversarial Learning