Adversarial Example

Adversarial Feature Desensitization

Authors: Pouya Bashivan, Reza Bayat, Adam Ibrahim, Kartik Ahuja, Mojtaba Faramarzi, Touraj Laleh, Blake Aaron Richards, Irina Rish | Published: 2020-06-08 | Updated: 2022-01-04
Algorithm
Adversarial Example
Adversarial Example Detection

Towards Understanding Fast Adversarial Training

Authors: Bai Li, Shiqi Wang, Suman Jana, Lawrence Carin | Published: 2020-06-04
Improvement of Learning
Adversarial Example
Adversarial Attack Detection

Stochastic Security: Adversarial Defense Using Long-Run Dynamics of Energy-Based Models

Authors: Mitch Hill, Jonathan Mitchell, Song-Chun Zhu | Published: 2020-05-27 | Updated: 2021-03-18
Adversarial Example
Adversarial attack
Machine Learning Technology

Enhancing Resilience of Deep Learning Networks by Means of Transferable Adversaries

Authors: Moritz Seiler, Heike Trautmann, Pascal Kerschke | Published: 2020-05-27
Training Data Generation
Adversarial Example
Defense Effectiveness Analysis

Adversarial Attack on Hierarchical Graph Pooling Neural Networks

Authors: Haoteng Tang, Guixiang Ma, Yurong Chen, Lei Guo, Wei Wang, Bo Zeng, Liang Zhan | Published: 2020-05-23
Poisoning
Adversarial Example
Adversarial attack

Synthesizing Unrestricted False Positive Adversarial Objects Using Generative Models

Authors: Martin Kotuliak, Sandro E. Schoenborn, Andrei Dan | Published: 2020-05-19
Attack Evaluation
Adversarial Example
Vulnerability of Adversarial Examples

Universalization of any adversarial attack using very few test examples

Authors: Sandesh Kamath, Amit Deshpande, K V Subrahmanyam, Vineeth N Balasubramanian | Published: 2020-05-18 | Updated: 2022-10-28
Performance Evaluation Metrics
Adversarial Example
Deep Learning Technology

Toward Adversarial Robustness by Diversity in an Ensemble of Specialized Deep Neural Networks

Authors: Mahdieh Abbasi, Arezoo Rajabi, Christian Gagne, Rakesh B. Bobba | Published: 2020-05-17
Promotion of Diversity
Performance Evaluation Metrics
Adversarial Example

Universal Adversarial Perturbations: A Survey

Authors: Ashutosh Chaubey, Nikhil Agrawal, Kavya Barnwal, Keerat K. Guliani, Pramod Mehta | Published: 2020-05-16
Algorithm
Loss Function
Adversarial Example

Ethical Adversaries: Towards Mitigating Unfairness with Adversarial Machine Learning

Authors: Pieter Delobelle, Paul Temple, Gilles Perrouin, Benoît Frénay, Patrick Heymans, Bettina Berendt | Published: 2020-05-14 | Updated: 2020-09-01
Fairness evaluation
Adversarial Example
Machine Learning Application