機械学習手法

Detecting Abnormal Traffic in Large-Scale Networks

Authors: Mahmoud Said Elsayed, Nhien-An Le-Khac, Soumyabrata Dev, Anca Delia Jurcut | Published: 2020-08-13
マルチクラス分類
機械学習手法
異常検出手法

WAFFLe: Weight Anonymized Factorization for Federated Learning

Authors: Weituo Hao, Nikhil Mehta, Kevin J Liang, Pengyu Cheng, Mostafa El-Khamy, Lawrence Carin | Published: 2020-08-13
ポイズニング
個別化手法
機械学習手法

Multi-Task Variational Information Bottleneck

Authors: Weizhu Qian, Bowei Chen, Yichao Zhang, Guanghui Wen, Franck Gechter | Published: 2020-07-01 | Updated: 2021-03-01
アルゴリズム設計
一般化性能
機械学習手法

A Le Cam Type Bound for Adversarial Learning and Applications

Authors: Qiuling Xu, Kevin Bello, Jean Honorio | Published: 2020-07-01 | Updated: 2021-02-10
敵対的サンプル
敵対的攻撃
機械学習手法

On Intrinsic Dataset Properties for Adversarial Machine Learning

Authors: Jeffrey Z. Pan, Nicholas Zufelt | Published: 2020-05-19
ポイズニング
性能評価指標
機械学習手法

An Overview of Privacy in Machine Learning

Authors: Emiliano De Cristofaro | Published: 2020-05-18
プライバシー手法
メンバーシップ推論
機械学習手法

A Survey on Unknown Presentation Attack Detection for Fingerprint

Authors: Jag Mohan Singh, Ahmed Madhun, Guoqiang Li, Raghavendra Ramachandra | Published: 2020-05-17
アルゴリズム
機械学習手法

NeuroAttack: Undermining Spiking Neural Networks Security through Externally Triggered Bit-Flips

Authors: Valerio Venceslai, Alberto Marchisio, Ihsen Alouani, Maurizio Martina, Muhammad Shafique | Published: 2020-05-16
性能評価指標
機械学習手法
深層学習技術

Encryption Inspired Adversarial Defense for Visual Classification

Authors: MaungMaung AprilPyone, Hitoshi Kiya | Published: 2020-05-16
機械学習アルゴリズム
機械学習手法
防御効果分析

Towards Assessment of Randomized Smoothing Mechanisms for Certifying Adversarial Robustness

Authors: Tianhang Zheng, Di Wang, Baochun Li, Jinhui Xu | Published: 2020-05-15 | Updated: 2020-06-07
アルゴリズム
機械学習アルゴリズム
機械学習手法