Adversarial Attack Methods

Adversarial Attacks and Defences: A Survey

Authors: Anirban Chakraborty, Manaar Alam, Vishal Dey, Anupam Chattopadhyay, Debdeep Mukhopadhyay | Published: 2018-09-28
Model Inversion
Adversarial Example
Adversarial Attack Methods

Explainable Black-Box Attacks Against Model-based Authentication

Authors: Washington Garcia, Joseph I. Choi, Suman K. Adari, Somesh Jha, Kevin R. B. Butler | Published: 2018-09-28
XAI (Explainable AI)
Model Inversion
Adversarial Attack Methods

Adversarial Attacks on Cognitive Self-Organizing Networks: The Challenge and the Way Forward

Authors: Muhammad Usama, Junaid Qadir, Ala Al-Fuqaha | Published: 2018-09-26
Certified Robustness
Adversarial Learning
Adversarial Attack Methods

Fast Geometrically-Perturbed Adversarial Faces

Authors: Ali Dabouei, Sobhan Soleymani, Jeremy Dawson, Nasser M. Nasrabadi | Published: 2018-09-24 | Updated: 2018-09-28
Robustness Improvement Method
Adversarial Attack Methods
Generative Model

Adversarial Defense via Data Dependent Activation Function and Total Variation Minimization

Authors: Bao Wang, Alex T. Lin, Wei Zhu, Penghang Yin, Andrea L. Bertozzi, Stanley J. Osher | Published: 2018-09-23 | Updated: 2020-04-29
Certified Robustness
Adversarial Learning
Adversarial Attack Methods

Unrestricted Adversarial Examples

Authors: Tom B. Brown, Nicholas Carlini, Chiyuan Zhang, Catherine Olsson, Paul Christiano, Ian Goodfellow | Published: 2018-09-22
Robustness Improvement Method
Adversarial Attack Methods
Defense Mechanism

Adversarial Recommendation: Attack of the Learned Fake Users

Authors: Konstantina Christakopoulou, Arindam Banerjee | Published: 2018-09-21
Adversarial Example
Adversarial Attack Methods
Generative Model

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

HashTran-DNN: A Framework for Enhancing Robustness of Deep Neural Networks against Adversarial Malware Samples

Authors: Deqiang Li, Ramesh Baral, Tao Li, Han Wang, Qianmu Li, Shouhuai Xu | Published: 2018-09-18
Robustness Improvement Method
Adversarial Example
Adversarial Attack Methods