防御手法の効果分析

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
プライバシー管理
攻撃手法
防御手法の効果分析

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
メンバーシップ推論
攻撃手法
防御手法の効果分析

Understanding and Quantifying Adversarial Examples Existence in Linear Classification

Authors: Xupeng Shi, A. Adam Ding | Published: 2019-10-27
敵対的サンプル
線形モデル
防御手法の効果分析

A Useful Taxonomy for Adversarial Robustness of Neural Networks

Authors: Leslie N. Smith | Published: 2019-10-23
敵対的サンプル
敵対的訓練
防御手法の効果分析

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
モデルの設計や精度
攻撃の評価
防御手法の効果分析

MagNet: a Two-Pronged Defense against Adversarial Examples

Authors: Dongyu Meng, Hao Chen | Published: 2017-05-25 | Updated: 2017-09-11
攻撃タイプ
敵対的サンプルの検知
防御手法の効果分析

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攻撃検出手法
敵対的サンプルの検知
防御手法の効果分析