1 code implementation • 17 Jan 2023 • Xiaofan Yu, Ludmila Cherkasova, Harsh Vardhan, Quanling Zhao, Emily Ekaireb, Xiyuan Zhang, Arya Mazumdar, Tajana Rosing
To fully unleash the potential of Async-HFL in converging speed under system heterogeneities and stragglers, we design device selection at the gateway level and device-gateway association at the cloud level.
1 code implementation • 2 Dec 2022 • Shreshth Tuli, Giuliano Casale, Ludmila Cherkasova, Nicholas R. Jennings
The emergence of latency-critical AI applications has been supported by the evolution of the edge computing paradigm.
no code implementations • 7 Mar 2022 • Jeya Vikranth Jeyakumar, Ludmila Cherkasova, Saina Lajevardi, Moray Allan, Yue Zhao, John Fry, Mani Srivastava
In this work, we design a novel, scalable approach, where a general demand forecasting model is built using the combined data of all the companies with a normalization factor.