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Collaborative Research: CNS Core: Small: Timely Computing and Learning over Communication — NSF Award to University of Virginia Ma

Due to the large volume of datasets and the stringent communication requirements by modern applications, the exchange of data for learning and computing purposes needs to be done in a timely manner. This project introduces the notion of age of information (AoI), used to assess timeliness in networks, into the study of

Award titleCollaborative Research: CNS Core: Small: Timely Computing and Learning over Communication
Award ID2531789
AwardeeUniversity of Virginia Main Campus
CityCHARLOTTESVILLE
StateVA
Amount obligated$96,070
Principal investigatorJing Yang
ProgramNetworking Technology and Syst
Start date08/01/2025
AbstractDue to the large volume of datasets and the stringent communication requirements by modern applications, the exchange of data for learning and computing purposes needs to be done in a timely manner. This project introduces the notion of age of information (AoI), used to assess timeliness in networks, into the study of federated learning (FL), with the aim of providing low-latency and communication-efficient means for data exchange in large-scale FL systems. The proposal focuses on designing nove
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