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Decentralized Federated Learning with Enhanced Privacy Preservation
Conference paper

Decentralized Federated Learning with Enhanced Privacy Preservation

Sheng-Po Tseng, Jan-Yue Lin, Wei-Chien Cheng, Lo-Yao Yeh and Chih-Ya Shen
ICMEW 2022 - IEEE International Conference on Multimedia and Expo Workshops 2022, Proceedings
2022

Abstract

blockchain Federated learning Artificial Intelligence Computer Science Applications Computer Vision and Pattern Recognition Media Technology
We present a decentralized federated learning (FL) framework based on blockchain. In traditional federated learning, it is necessary that a third-party centralized server aggregates all the gradients which participant in the upload, but such a trusted third-party may not always exist. We address this issue with the decentralized blockchain and encrypt the neural network model parameters and gradients.

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