Adversarial Example

Intriguing Properties of Adversarial Examples

Authors: Ekin D. Cubuk, Barret Zoph, Samuel S. Schoenholz, Quoc V. Le | Published: 2017-11-08
Adversarial Example
Adversarial Learning
Adversarial attack

Adversarial Frontier Stitching for Remote Neural Network Watermarking

Authors: Erwan Le Merrer, Patrick Perez, Gilles Trédan | Published: 2017-11-06 | Updated: 2019-08-07
Adversarial Example
Adversarial Learning
Watermark Design

Attacking Binarized Neural Networks

Authors: Angus Galloway, Graham W. Taylor, Medhat Moussa | Published: 2017-11-01 | Updated: 2018-01-31
Certified Robustness
Robustness Improvement Method
Adversarial Example

One pixel attack for fooling deep neural networks

Authors: Jiawei Su, Danilo Vasconcellos Vargas, Sakurai Kouichi | Published: 2017-10-24 | Updated: 2019-10-17
Adversarial Example
Adversarial Example Detection
Structural Attack

EAD: Elastic-Net Attacks to Deep Neural Networks via Adversarial Examples

Authors: Pin-Yu Chen, Yash Sharma, Huan Zhang, Jinfeng Yi, Cho-Jui Hsieh | Published: 2017-09-13 | Updated: 2018-02-10
Certified Robustness
Adversarial Learning
Adversarial Example

Learning Universal Adversarial Perturbations with Generative Models

Authors: Jamie Hayes, George Danezis | Published: 2017-08-17 | Updated: 2018-01-05
Certified Robustness
Attack Method
Adversarial Example

Adversarial-Playground: A Visualization Suite Showing How Adversarial Examples Fool Deep Learning

Authors: Andrew P. Norton, Yanjun Qi | Published: 2017-08-01
Educational Approach
Adversarial Example
Image Classification Method

NO Need to Worry about Adversarial Examples in Object Detection in Autonomous Vehicles

Authors: Jiajun Lu, Hussein Sibai, Evan Fabry, David Forsyth | Published: 2017-07-12
Adversarial Example
Adversarial Example Detection
Image Processing

Towards Deep Learning Models Resistant to Adversarial Attacks

Authors: Aleksander Madry, Aleksandar Makelov, Ludwig Schmidt, Dimitris Tsipras, Adrian Vladu | Published: 2017-06-19 | Updated: 2019-09-04
Certified Robustness
Robustness Evaluation
Adversarial Example

Extending Defensive Distillation

Authors: Nicolas Papernot, Patrick McDaniel | Published: 2017-05-15
Robustness
Adversarial Example
Defense Method