587 citations · 651 across the 3 of their papers we have counts for
5 papers
Machine Learning at the Wireless Edge: Distributed Stochastic Gradient Descent Over-the-Air
Mohammad Mohammadi Amiri, Deniz Gunduz
We study federated machine learning (ML) at the wireless edge, where power- and bandwidth-limited wireless devices with local datasets carry out distributed stochastic gradient des…
Computation Scheduling for Distributed Machine Learning with Straggling Workers
Mohammad Mohammadi Amiri, Deniz Gunduz
We study scheduling of computation tasks across n workers in a large scale distributed learning problem with the help of a master. Computation and communication delays are assumed…
Audience-Retention-Rate-Aware Caching and Coded Video Delivery with Asynchronous Demands
Qianqian Yang, Mohammad Mohammadi Amiri, Deniz Gündüz
Most results on coded caching focus on a static scenario, in which a fixed number of users synchronously place their requests from a content library, and the performance is measure…
Decentralized Caching and Coded Delivery with Distinct Cache Capacities
Mohammad Mohammadi Amiri, Qianqian Yang, Deniz Gunduz
Decentralized proactive caching and coded delivery is studied in a content delivery network, where each user is equipped with a cache memory, not necessarily of equal capacity. Cac…
Fundamental Limits of Coded Caching: Improved Delivery Rate-Cache Capacity Trade-off
Mohammad Mohammadi Amiri, Deniz Gunduz
A centralized coded caching system, consisting of a server delivering N popular files, each of size F bits, to K users through an error-free shared link, is considered. It is assum…