Federated Learning System

COVID-19 Imaging Data Privacy by Federated Learning Design: A Theoretical Framework

Authors: Anwaar Ulhaq, Oliver Burmeister | Published: 2020-10-13
Privacy Protection
Privacy Design Principles
Federated Learning System
2020.10.13 2025.05.28
Literature Database

Differentially Private Secure Multi-Party Computation for Federated Learning in Financial Applications

Authors: David Byrd, Antigoni Polychroniadou | Published: 2020-10-12
Secure Logistic Regression
Information-Theoretic Privacy
Federated Learning System
2020.10.12 2025.05.28
Literature Database

ARIANN: Low-Interaction Privacy-Preserving Deep Learning via Function Secret Sharing

Authors: Théo Ryffel, Pierre Tholoniat, David Pointcheval, Francis Bach | Published: 2020-06-08 | Updated: 2021-10-28
Algorithm
Privacy Assessment
Federated Learning System
2020.06.08 2025.05.28
Literature Database

Large-Scale Secure XGB for Vertical Federated Learning

Authors: Wenjing Fang, Derun Zhao, Jin Tan, Chaochao Chen, Chaofan Yu, Li Wang, Lei Wang, Jun Zhou, Benyu Zhang | Published: 2020-05-18 | Updated: 2021-09-02
Machine Learning Algorithm
Computational Efficiency
Federated Learning System
2020.05.18 2025.05.28
Literature Database

A Secure Federated Learning Framework for 5G Networks

Authors: Yi Liu, Jialiang Peng, Jiawen Kang, Abdullah M. Iliyasu, Dusit Niyato, Ahmed A. Abd El-Latif | Published: 2020-05-12
Secure Aggregation
Privacy Assessment
Federated Learning System
2020.05.12 2025.05.28
Literature Database

Cloud-based Federated Boosting for Mobile Crowdsensing

Authors: Zhuzhu Wang, Yilong Yang, Yang Liu, Ximeng Liu, Brij B. Gupta, Jianfeng Ma | Published: 2020-05-09
Algorithm
Cryptography
Federated Learning System
2020.05.09 2025.05.28
Literature Database

Information-Theoretic Bounds on the Generalization Error and Privacy Leakage in Federated Learning

Authors: Semih Yagli, Alex Dytso, H. Vincent Poor | Published: 2020-05-05
Privacy Assessment
Privacy Protection in Machine Learning
Federated Learning System
2020.05.05 2025.05.28
Literature Database

Differentially Private Federated Learning with Laplacian Smoothing

Authors: Zhicong Liang, Bao Wang, Quanquan Gu, Stanley Osher, Yuan Yao | Published: 2020-05-01 | Updated: 2021-09-10
Privacy Analysis
Privacy Assessment
Federated Learning System
2020.05.01 2025.05.28
Literature Database

Private Dataset Generation Using Privacy Preserving Collaborative Learning

Authors: Amit Chaulwar | Published: 2020-04-28
Privacy Protection
Membership Inference
Federated Learning System
2020.04.28 2025.05.28
Literature Database

Knowledge Federation: A Unified and Hierarchical Privacy-Preserving AI Framework

Authors: Hongyu Li, Dan Meng, Hong Wang, Xiaolin Li | Published: 2020-02-05 | Updated: 2020-05-22
Privacy Protection
Privacy Enhancing Protocol
Federated Learning System
2020.02.05 2025.05.28
Literature Database
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