Articles with "shared sparsification" as a keyword



Model Compression via Pattern Shared Sparsification in Analog Federated Learning Under Communication Constraints

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Published in 2023 at "IEEE Transactions on Green Communications and Networking"

DOI: 10.1109/tgcn.2022.3186538

Abstract: Recently, it has been shown that analog transmission based federated learning enables more efficient usage of communication resources compared to the conventional digital transmission. In this paper, we propose an effective model compression strategy enabling… read more here.

Keywords: shared sparsification; analog; sparsification; communication ... See more keywords