32 citations · 40 across the 11 of their papers we have counts for
3 papers · 1 filter
Collaborative Machine Learning at the Wireless Edge with Blind Transmitters
Mohammad Mohammadi Amiri, Tolga M. Duman, Deniz Gunduz
We study wireless collaborative machine learning (ML), where mobile edge devices, each with its own dataset, carry out distributed stochastic gradient descent (DSGD) over-the-air w…
Federated Learning over Wireless Fading Channels
Mohammad Mohammadi Amiri, Deniz Gunduz
We study federated machine learning at the wireless network edge, where limited power wireless devices, each with its own dataset, build a joint model with the help of a remote par…
A Low-Complexity Cache-Aided Multi-antenna Content Delivery Scheme
Junlin Zhao, Mohammad Mohammadi Amiri, Deniz Gündüz
We study downlink beamforming in a single-cell network with a multi-antenna base station (BS) serving cache-enabled users. For a given common rate of the files in the system, we fi…