文献データベース

A Novel Framework for Threat Analysis of Machine Learning-based Smart Healthcare Systems

Authors: Nur Imtiazul Haque, Mohammad Ashiqur Rahman, Md Hasan Shahriar, Alvi Ataur Khalil, Selcuk Uluagac | Published: 2021-03-05
医療データの透かし設定
攻撃手法
脅威モデリング

Efficient Encrypted Inference on Ensembles of Decision Trees

Authors: Kanthi Sarpatwar, Karthik Nandakumar, Nalini Ratha, James Rayfield, Karthikeyan Shanmugam, Sharath Pankanti, Roman Vaculin | Published: 2021-03-05
パフォーマンス評価
リアルタイム推論
深層学習技術

Quantifying identifiability to choose and audit $ε$ in differentially private deep learning

Authors: Daniel Bernau, Günther Eibl, Philip W. Grassal, Hannah Keller, Florian Kerschbaum | Published: 2021-03-04 | Updated: 2021-07-20
DP-SGD
統計的手法
計算効率

Evaluation and Optimization of Distributed Machine Learning Techniques for Internet of Things

Authors: Yansong Gao, Minki Kim, Chandra Thapa, Sharif Abuadbba, Zhi Zhang, Seyit A. Camtepe, Hyoungshick Kim, Surya Nepal | Published: 2021-03-03
パフォーマンス評価
分散学習
計算効率

A Modified Drake Equation for Assessing Adversarial Risk to Machine Learning Models

Authors: Josh Kalin, David Noever, Matthew Ciolino | Published: 2021-03-03 | Updated: 2021-07-07
リスク分析手法
敵対的テキスト浄化
機械学習

Malware Classification with Word Embedding Features

Authors: Aparna Sunil Kale, Fabio Di Troia, Mark Stamp | Published: 2021-03-03
マルチクラス分類
メンバーシップ推論
機械学習

Graph Computing for Financial Crime and Fraud Detection: Trends, Challenges and Outlook

Authors: E. Kurshan, H. Shen | Published: 2021-03-02
動的グラフ処理
詐欺手法
金融インテリジェンス

Private Stochastic Convex Optimization: Optimal Rates in $\ell_1$ Geometry

Authors: Hilal Asi, Vitaly Feldman, Tomer Koren, Kunal Talwar | Published: 2021-03-02
プライバシー保護アルゴリズム
収束分析
計算効率

Smoothness Analysis of Adversarial Training

Authors: Sekitoshi Kanai, Masanori Yamada, Hiroshi Takahashi, Yuki Yamanaka, Yasutoshi Ida | Published: 2021-03-02 | Updated: 2023-03-06
データ依存性
敵対的サンプル
敵対的スペクトル攻撃検出

Adversarial Information Bottleneck

Authors: Penglong Zhai, Shihua Zhang | Published: 2021-02-28 | Updated: 2021-03-03
モデル性能評価
敵対的サンプル
敵対的訓練