Federify: A Verifiable Federated Learning Scheme Based on zkSNARKs and Blockchain

Federated learning (FL) has emerged as an alternative to traditional machine learning in scenarios where training data is sensitive. In federated learning, training is held at end devices, and thus data does not need to leave users’ devices. However, most approaches to federated learning...

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Bibliographic Details
Main Authors: Ghazaleh Keshavarzkalhori, Cristina Perez-Sola, Guillermo Navarro-Arribas, Jordi Herrera-Joancomarti, Habib Yajam
Format: Article
Language:English
Published: IEEE 2024-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/10373785/