Resource-Constrained On-Device Learning by Dynamic Averaging

Lukas Heppe, Michael Kamp, Linara Adilova, Nico Piatkowski, Danny Heinrich, Katharina Morik: Resource-Constrained On-Device Learning by Dynamic Averaging. Proceedings of the Workshop on Parallel, Distributed, and Federated Learning (PDFL) at ECMLPKDD, 2020.

Abstract

BibTeX (Download)

@workshop{heppe2020resource,
title = {Resource-Constrained On-Device Learning by Dynamic Averaging},
author = {Lukas Heppe and Michael Kamp and Linara Adilova and Nico Piatkowski and Danny Heinrich and Katharina Morik},
url = {https://michaelkamp.org/wp-content/uploads/2020/10/Resource_Constrained_Federated_Learning-1.pdf},
year  = {2020},
date = {2020-09-14},
booktitle = {Proceedings of the Workshop on Parallel, Distributed, and Federated Learning (PDFL) at ECMLPKDD},
keywords = {black-box parallelization, distributed learning, edge computing, embedded, exponential family, FPGA, resource-efficient},
pubstate = {published},
tppubtype = {workshop}
}

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