文献データベース

A(DP)$^2$SGD: Asynchronous Decentralized Parallel Stochastic Gradient Descent with Differential Privacy

Authors: Jie Xu, Wei Zhang, Fei Wang | Published: 2020-08-21
メンバーシップ推論
情報理論的プライバシー
連合学習

PicoDomain: A Compact High-Fidelity Cybersecurity Dataset

Authors: Craig Laprade, Benjamin Bowman, H. Howie Huang | Published: 2020-08-20
データ生成
情報漏洩分析
異常検出手法

NoPeek: Information leakage reduction to share activations in distributed deep learning

Authors: Praneeth Vepakomma, Abhishek Singh, Otkrist Gupta, Ramesh Raskar | Published: 2020-08-20
情報漏洩分析
敵対的サンプル
深層学習

Towards adversarial robustness with 01 loss neural networks

Authors: Yunzhe Xue, Meiyan Xie, Usman Roshan | Published: 2020-08-20
敵対的スペクトル攻撃検出
深層学習
計算複雑性

On $\ell_p$-norm Robustness of Ensemble Stumps and Trees

Authors: Yihan Wang, Huan Zhang, Hongge Chen, Duane Boning, Cho-Jui Hsieh | Published: 2020-08-20 | Updated: 2020-09-29
堅牢性検証手法
強化学習アルゴリズム
計算複雑性

When Homomorphic Encryption Marries Secret Sharing: Secure Large-Scale Sparse Logistic Regression and Applications in Risk Control

Authors: Chaochao Chen, Jun Zhou, Li Wang, Xibin Wu, Wenjing Fang, Jin Tan, Lei Wang, Alex X. Liu, Hao Wang, Cheng Hong | Published: 2020-08-20 | Updated: 2021-05-31
セキュアなロジスティック回帰
計算効率
通信効率

Profile Matching Across Online Social Networks

Authors: Anisa Halimi, Erman Ayday | Published: 2020-08-20
データ収集
プロファイルマッチング
機械学習アルゴリズム

GraphReach: Position-Aware Graph Neural Network using Reachability Estimations

Authors: Sunil Nishad, Shubhangi Agarwal, Arnab Bhattacharya, Sayan Ranu | Published: 2020-08-19 | Updated: 2021-08-20
グラフ変換
深層学習
深層学習手法

Addressing Neural Network Robustness with Mixup and Targeted Labeling Adversarial Training

Authors: Alfred Laugros, Alice Caplier, Matthieu Ospici | Published: 2020-08-19
堅牢性向上手法
敵対的サンプル
敵対的サンプルの脆弱性

Early Identification of Services in HTTPS Traffic

Authors: Wazen M. Shbair, Thibault Cholez, Jerome Francois, Isabelle Chrisment | Published: 2020-08-19
性能評価指標
機械学習手法
通信効率