Federated Learning System

D2M: A Decentralized, Privacy-Preserving, Incentive-Compatible Data Marketplace for Collaborative Learning

Authors: Yash Srivastava, Shalin Jain, Sneha Awathare, Nitin Awathare | Published: 2025-12-11
Blockchain Technology
経済的実現可能性
Federated Learning System
2025.12.11 2025.12.13
Literature Database

Privacy-Preserving Federated Vision Transformer Learning Leveraging Lightweight Homomorphic Encryption in Medical AI

Authors: Al Amin, Kamrul Hasan, Liang Hong, Sharif Ullah | Published: 2025-11-26
Privacy Assessment
暗号化アルゴリズム
Federated Learning System
2025.11.26 2025.11.28
Literature Database

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
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