Adversarial Training

Learning to Disentangle Robust and Vulnerable Features for Adversarial Detection

Authors: Byunggill Joe, Sung Ju Hwang, Insik Shin | Published: 2019-09-10
Adversarial Example
Adversarial Example Detection
Adversarial Training

BOSH: An Efficient Meta Algorithm for Decision-based Attacks

Authors: Zhenxin Xiao, Puyudi Yang, Yuchen Jiang, Kai-Wei Chang, Cho-Jui Hsieh | Published: 2019-09-10 | Updated: 2019-10-14
Adversarial Example
Adversarial Example Detection
Adversarial Training

Adversarial Robustness Against the Union of Multiple Perturbation Models

Authors: Pratyush Maini, Eric Wong, J. Zico Kolter | Published: 2019-09-09 | Updated: 2020-07-28
Efficient Resolution of Learning Tasks
Improvement of Learning
Adversarial Training

Blackbox Attacks on Reinforcement Learning Agents Using Approximated Temporal Information

Authors: Yiren Zhao, Ilia Shumailov, Han Cui, Xitong Gao, Robert Mullins, Ross Anderson | Published: 2019-09-06 | Updated: 2019-11-21
Efficient Resolution of Learning Tasks
Attack Pattern Extraction
Adversarial Training

Spatiotemporally Constrained Action Space Attacks on Deep Reinforcement Learning Agents

Authors: Xian Yeow Lee, Sambit Ghadai, Kai Liang Tan, Chinmay Hegde, Soumik Sarkar | Published: 2019-09-05 | Updated: 2019-11-19
Poisoning
Attack Pattern Extraction
Adversarial Training

Optimal Attacks on Reinforcement Learning Policies

Authors: Alessio Russo, Alexandre Proutiere | Published: 2019-07-31
Privacy Enhancing Technology
Adversarial Training
Deep Reinforcement Learning

Impact of Adversarial Examples on Deep Learning Models for Biomedical Image Segmentation

Authors: Utku Ozbulak, Arnout Van Messem, Wesley De Neve | Published: 2019-07-30
Medical Image Analysis
Adversarial Example
Adversarial Training

Are Odds Really Odd? Bypassing Statistical Detection of Adversarial Examples

Authors: Hossein Hosseini, Sreeram Kannan, Radha Poovendran | Published: 2019-07-28
Taxonomy of Attacks
Adversarial Example
Adversarial Training

A cryptographic approach to black box adversarial machine learning

Authors: Kevin Shi, Daniel Hsu, Allison Bishop | Published: 2019-06-07 | Updated: 2020-02-21
Security Testing
Adversarial Training
Defense Effectiveness Analysis

Adversarial Explanations for Understanding Image Classification Decisions and Improved Neural Network Robustness

Authors: Walt Woods, Jack Chen, Christof Teuscher | Published: 2019-06-07 | Updated: 2019-08-06
Poisoning
Adversarial Example
Adversarial Training