Adversarial Learning

Model Compression with Adversarial Robustness: A Unified Optimization Framework

Authors: Shupeng Gui, Haotao Wang, Chen Yu, Haichuan Yang, Zhangyang Wang, Ji Liu | Published: 2019-02-10 | Updated: 2019-12-28
Adversarial Learning
Adversarial attack
Optimization Strategy
2019.02.10 2025.05.28
Literature Database

Is Spiking Secure? A Comparative Study on the Security Vulnerabilities of Spiking and Deep Neural Networks

Authors: Alberto Marchisio, Giorgio Nanfa, Faiq Khalid, Muhammad Abdullah Hanif, Maurizio Martina, Muhammad Shafique | Published: 2019-02-04 | Updated: 2020-05-18
Adversarial Example
Adversarial Learning
Adversarial attack
2019.02.04 2025.05.28
Literature Database

A New Family of Neural Networks Provably Resistant to Adversarial Attacks

Authors: Rakshit Agrawal, Luca de Alfaro, David Helmbold | Published: 2019-02-01
Adversarial Example
Adversarial Learning
Adversarial attack
2019.02.01 2025.05.28
Literature Database

Improving Adversarial Robustness via Promoting Ensemble Diversity

Authors: Tianyu Pang, Kun Xu, Chao Du, Ning Chen, Jun Zhu | Published: 2019-01-25 | Updated: 2019-05-29
Certified Robustness
Adversarial Learning
Deep Learning Method
2019.01.25 2025.05.28
Literature Database

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
2018.12.25 2025.05.28
Literature Database

Trust Region Based Adversarial Attack on Neural Networks

Authors: Zhewei Yao, Amir Gholami, Peng Xu, Kurt Keutzer, Michael Mahoney | Published: 2018-12-16
Certified Robustness
Robustness
Adversarial Learning
2018.12.16 2025.05.28
Literature Database

Prior Networks for Detection of Adversarial Attacks

Authors: Andrey Malinin, Mark Gales | Published: 2018-12-06
Detection of Model Extraction Attacks
Robustness Evaluation
Adversarial Learning
2018.12.06 2025.05.28
Literature Database

On Configurable Defense against Adversarial Example Attacks

Authors: Bo Luo, Min Li, Yu Li, Qiang Xu | Published: 2018-12-06
Adversarial Example
Adversarial Learning
Defense Method
2018.12.06 2025.05.28
Literature Database

Model-Reuse Attacks on Deep Learning Systems

Authors: Yujie Ji, Xinyang Zhang, Shouling Ji, Xiapu Luo, Ting Wang | Published: 2018-12-02
Model Extraction Attack
Detection of Model Extraction Attacks
Adversarial Learning
2018.12.02 2025.05.28
Literature Database

Robust Classification of Financial Risk

Authors: Suproteem K. Sarkar, Kojin Oshiba, Daniel Giebisch, Yaron Singer | Published: 2018-11-27
Model Performance Evaluation
Robustness Improvement
Adversarial Learning
2018.11.27 2025.05.28
Literature Database
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