Defense Effectiveness Analysis

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
2019.06.07 2025.05.28
Literature Database

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
2018.12.07 2025.05.28
Literature Database

Adversarial Attacks, Regression, and Numerical Stability Regularization

Authors: Andre T. Nguyen, Edward Raff | Published: 2018-12-07
Robust Regression
Adversarial Example
Defense Effectiveness Analysis
2018.12.07 2025.05.28
Literature Database

Enhancing Robustness of Machine Learning Systems via Data Transformations

Authors: Arjun Nitin Bhagoji, Daniel Cullina, Chawin Sitawarin, Prateek Mittal | Published: 2017-04-09 | Updated: 2017-11-29
Certified Robustness
Model Extraction Attack
Defense Effectiveness Analysis
2017.04.09 2025.05.28
Literature Database