機械学習

Securing Manufacturing Using Blockchain

Authors: Zahra Jadidi, Ali Dorri, Raja Jurdak, Colin Fidge | Published: 2020-10-15
ネットワーク脅威検出
ブロックチェーン技術
機械学習

Privacy-Preserving Object Detection & Localization Using Distributed Machine Learning: A Case Study of Infant Eyeblink Conditioning

Authors: Stefan Zwaard, Henk-Jan Boele, Hani Alers, Christos Strydis, Casey Lew-Williams, Zaid Al-Ars | Published: 2020-10-14
機械学習
連合学習
顔認識

Chasing Your Long Tails: Differentially Private Prediction in Health Care Settings

Authors: Vinith M. Suriyakumar, Nicolas Papernot, Anna Goldenberg, Marzyeh Ghassemi | Published: 2020-10-13
DP-SGD
データプライバシー評価
機械学習

Toward Few-step Adversarial Training from a Frequency Perspective

Authors: Hans Shih-Han Wang, Cory Cornelius, Brandon Edwards, Jason Martin | Published: 2020-10-13
一般化性能
最適化問題
機械学習

S3ML: A Secure Serving System for Machine Learning Inference

Authors: Junming Ma, Chaofan Yu, Aihui Zhou, Bingzhe Wu, Xibin Wu, Xingyu Chen, Xiangqun Chen, Lei Wang, Donggang Cao | Published: 2020-10-13
SGXアプリケーション開発
情報セキュリティ
機械学習

CATBERT: Context-Aware Tiny BERT for Detecting Social Engineering Emails

Authors: Younghoo Lee, Joshua Saxe, Richard Harang | Published: 2020-10-07
モデルアーキテクチャ
学習の改善
機械学習

Not All Datasets Are Born Equal: On Heterogeneous Data and Adversarial Examples

Authors: Yael Mathov, Eden Levy, Ziv Katzir, Asaf Shabtai, Yuval Elovici | Published: 2020-10-07 | Updated: 2021-09-02
メンバーシップ推論
敵対的攻撃
機械学習

BAAAN: Backdoor Attacks Against Autoencoder and GAN-Based Machine Learning Models

Authors: Ahmed Salem, Yannick Sautter, Michael Backes, Mathias Humbert, Yang Zhang | Published: 2020-10-06 | Updated: 2020-10-08
データセット評価
バックドア攻撃
機械学習

PCAL: A Privacy-preserving Intelligent Credit Risk Modeling Framework Based on Adversarial Learning

Authors: Yuli Zheng, Zhenyu Wu, Ye Yuan, Tianlong Chen, Zhangyang Wang | Published: 2020-10-06
データ保護手法
機械学習
金融インテリジェンス

Metadata-Based Detection of Child Sexual Abuse Material

Authors: Mayana Pereira, Rahul Dodhia, Hyrum Anderson, Richard Brown | Published: 2020-10-05 | Updated: 2021-10-27
データセット評価
モデル評価
機械学習