Effectiveness Analysis of Defense Methods

Reducing audio membership inference attack accuracy to chance: 4 defenses

Authors: Michael Lomnitz, Nina Lopatina, Paul Gamble, Zigfried Hampel-Arias, Lucas Tindall, Felipe A. Mejia, Maria Alejandra Barrios | Published: 2019-10-31
Privacy Management
Attack Method
Effectiveness Analysis of Defense Methods

MaskedNet: The First Hardware Inference Engine Aiming Power Side-Channel Protection

Authors: Anuj Dubey, Rosario Cammarota, Aydin Aysu | Published: 2019-10-29 | Updated: 2019-12-02
Membership Inference
Attack Method
Effectiveness Analysis of Defense Methods

Understanding and Quantifying Adversarial Examples Existence in Linear Classification

Authors: Xupeng Shi, A. Adam Ding | Published: 2019-10-27
Adversarial Example
Linear Model
Effectiveness Analysis of Defense Methods

A Useful Taxonomy for Adversarial Robustness of Neural Networks

Authors: Leslie N. Smith | Published: 2019-10-23
Adversarial Example
Adversarial Training
Effectiveness Analysis of Defense Methods

On Robustness of Neural Ordinary Differential Equations

Authors: Hanshu Yan, Jiawei Du, Vincent Y. F. Tan, Jiashi Feng | Published: 2019-10-12 | Updated: 2022-03-03
Model Design and Accuracy
Attack Evaluation
Effectiveness Analysis of Defense Methods

MagNet: a Two-Pronged Defense against Adversarial Examples

Authors: Dongyu Meng, Hao Chen | Published: 2017-05-25 | Updated: 2017-09-11
Attack Type
Adversarial Example Detection
Effectiveness Analysis of Defense Methods

Detecting Adversarial Image Examples in Deep Networks with Adaptive Noise Reduction

Authors: Bin Liang, Hongcheng Li, Miaoqiang Su, Xirong Li, Wenchang Shi, Xiaofeng Wang | Published: 2017-05-23 | Updated: 2019-01-09
FDI Attack Detection Methods
Adversarial Example Detection
Effectiveness Analysis of Defense Methods