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08/19/2021
Order Optimal One-Shot Federated Learning for non-Convex Loss Functions
We consider the problem of federated learning in a one-shot setting in w...
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02/17/2021
Distributed Fair Scheduling for Information Exchange in Multi-Agent Systems
Information exchange is a crucial component of many real-world multi-age...
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11/02/2019
Order Optimal One-Shot Distributed Learning
We consider distributed statistical optimization in one-shot setting, wh...
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05/12/2019
Theoretical Limits of One-Shot Distributed Learning
We consider a distributed system of m machines and a server. Each machin...
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10/22/2018
Fluctuation Bounds for the Max-Weight Policy, with Applications to State Space Collapse
We consider a multi-hop switched network operating under a Max-Weight (M...
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03/26/2017