Blind Federated Learning at the Wireless Edge With Low-Resolution ADC and DAC
IEEE Transactions on Wireless Communications(2021)
摘要
We study collaborative machine learning systems where a massive dataset is distributed across independent workers which compute their local gradient estimates based on their own datasets. Workers send their estimates through a multipath fading multiple access channel with orthogonal frequency division multiplexing to mitigate the frequency selectivity of the channel. We assume that there is no cha...
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关键词
OFDM,Wireless communication,Collaborative work,Convergence,Quantization (signal),Fading channels,Resource management,Machine learning
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