High-performance federated continual learning algorithm for heterogeneous streaming data

High-performance federated continual learning algorithm for heterogeneous streaming data

Aiming at the problems of poor model performance and low training efficiency in training streaming data of AI models that provide intelligent services, a high-performance federated continual learning algorithm for heterogeneous streaming data (FCL-HSD) was proposed in the distributed terminal system...

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Bibliographic Details
Main Authors: Hui JIANG, Tianliu HE, Min LIU, Sheng SUN, Yuwei WANG
Format: Article
Language:zho
Published: Editorial Department of Journal on Communications 2023-05-01
Series:Tongxin xuebao
Subjects:
heterogeneous data
streaming data
federated learning
federated continual learning
catastrophic forgetting
Online Access:http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2023102/
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