Adversarial Example Detection

Can Intelligent Hyperparameter Selection Improve Resistance to Adversarial Examples?

Authors: Cody Burkard, Brent Lagesse | Published: 2019-02-14
Adversarial Example
Adversarial Example Detection
Adversarial Attack Methods

A Multiversion Programming Inspired Approach to Detecting Audio Adversarial Examples

Authors: Qiang Zeng, Jianhai Su, Chenglong Fu, Golam Kayas, Lannan Luo | Published: 2018-12-26 | Updated: 2019-12-03
Certified Robustness
Adversarial Example Detection
Speech Recognition Process

PPD: Permutation Phase Defense Against Adversarial Examples in Deep Learning

Authors: Mehdi Jafarnia-Jahromi, Tasmin Chowdhury, Hsin-Tai Wu, Sayandev Mukherjee | Published: 2018-12-25 | Updated: 2020-01-04
Robustness
Adversarial Example Detection
Adversarial Learning

Guessing Smart: Biased Sampling for Efficient Black-Box Adversarial Attacks

Authors: Thomas Brunner, Frederik Diehl, Michael Truong Le, Alois Knoll | Published: 2018-12-24 | Updated: 2019-05-05
Certified Robustness
Robustness
Adversarial Example Detection

Perturbation Analysis of Learning Algorithms: A Unifying Perspective on Generation of Adversarial Examples

Authors: Emilio Rafael Balda, Arash Behboodi, Rudolf Mathar | Published: 2018-12-15
Certified Robustness
Robust Optimization
Adversarial Example Detection

Thwarting Adversarial Examples: An $L_0$-RobustSparse Fourier Transform

Authors: Mitali Bafna, Jack Murtagh, Nikhil Vyas | Published: 2018-12-12
Robustness
Convergence analysis
Adversarial Example Detection

Adversarial Framing for Image and Video Classification

Authors: Konrad Zolna, Michal Zajac, Negar Rostamzadeh, Pedro O. Pinheiro | Published: 2018-12-11 | Updated: 2019-10-17
Adversarial Example Detection
Deep Learning

Combatting Adversarial Attacks through Denoising and Dimensionality Reduction: A Cascaded Autoencoder Approach

Authors: Rajeev Sahay, Rehana Mahfuz, Aly El Gamal | Published: 2018-12-07
Attack Method
Adversarial Example Detection
Defense Effectiveness Analysis

A note on hyperparameters in black-box adversarial examples

Authors: Jamie Hayes | Published: 2018-11-15
Challenges in IT Security
Properties of Hypergraphs
Adversarial Example Detection

Law and Adversarial Machine Learning

Authors: Ram Shankar Siva Kumar, David R. O'Brien, Kendra Albert, Salome Vilojen | Published: 2018-10-25 | Updated: 2018-12-05
Digital Forensics
Adversarial Example Detection
Legal Liability