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Re-thinking Efficiency in Deep Learning under Accelerators and commodity and processors

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Publications

Secure aggregation for federated learning in flower

Author(s): Kwing Hei Li; Pedro Porto Buarque de Gusmão; Daniel J. Beutel; Nicholas D. Lane
Published in: Proceedings of the 2nd ACM International Workshop on Distributed Machine Learning, 1, 2021, Page(s) 8-14
Publisher: ACM
DOI: 10.48550/arxiv.2205.06117

μNAS: Constrained Neural Architecture Search for Microcontrollers

Author(s): Edgar Liberis, Łukasz Dudziak, Nicholas D. Lane
Published in: Proceedings of the 1st Workshop on Machine Learning and Systems (EuroMLSys), 2021
Publisher: ACM