Adversarial Learning

Adversarial Binaries for Authorship Identification

Authors: Xiaozhu Meng, Barton P. Miller, Somesh Jha | Published: 2018-09-21 | Updated: 2018-11-07
Binary Diversification
Adversarial Learning
Adversarial Attack Methods

Playing the Game of Universal Adversarial Perturbations

Authors: Julien Perolat, Mateusz Malinowski, Bilal Piot, Olivier Pietquin | Published: 2018-09-20 | Updated: 2018-09-25
Robustness Improvement Method
Adversarial Learning
Adversarial Attack Methods

Certified Adversarial Robustness with Additive Noise

Authors: Bai Li, Changyou Chen, Wenlin Wang, Lawrence Carin | Published: 2018-09-10 | Updated: 2019-11-10
Robustness Analysis
Robustness Improvement Method
Adversarial Learning

IDSGAN: Generative Adversarial Networks for Attack Generation against Intrusion Detection

Authors: Zilong Lin, Yong Shi, Zhi Xue | Published: 2018-09-06 | Updated: 2022-05-08
Model DoS
Performance Evaluation
Adversarial Learning

MULDEF: Multi-model-based Defense Against Adversarial Examples for Neural Networks

Authors: Siwakorn Srisakaokul, Yuhao Zhang, Zexuan Zhong, Wei Yang, Tao Xie, Bo Li | Published: 2018-08-31 | Updated: 2019-07-27
Model Ensemble
Adversarial Example Detection
Adversarial Learning

Lipschitz regularized Deep Neural Networks generalize and are adversarially robust

Authors: Chris Finlay, Jeff Calder, Bilal Abbasi, Adam Oberman | Published: 2018-08-28 | Updated: 2019-09-12
Certified Robustness
Robustness Analysis
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