A neural network identifies a likely false-alarm device after the first AMP round and forces it inactive in a second list-decoding round, yielding lower MSE than standard AMP with MMSE denoiser.
Massive connectivity with massive MIM O-part I: Device activity detection and channel estimation,
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Deep Learning Assisted User Identification in Massive Machine-Type Communications
A neural network identifies a likely false-alarm device after the first AMP round and forces it inactive in a second list-decoding round, yielding lower MSE than standard AMP with MMSE denoiser.