Distreal: Distributed resource-aware learning in heterogeneous systems

M Rapp, R Khalili, K Pfeiffer, J Henkel - Proceedings of the AAAI …, 2022 - ojs.aaai.org
We study the problem of distributed training of neural networks (NNs) on devices with
heterogeneous, limited, and time-varying availability of computational resources. We …

[PDF][PDF] DISTREAL: Distributed Resource-Aware Learning in Heterogeneous Systems

M Rapp, R Khalili, K Pfeiffer, J Henkel - 2022 - cdn.aaai.org
We study the problem of distributed training of neural networks (NNs) on devices with
heterogeneous, limited, and time-varying availability of computational resources. We …

[PDF][PDF] DISTREAL: Distributed Resource-Aware Learning in Heterogeneous Systems

M Rapp, R Khalili, K Pfeiffer, J Henkel - 2022 - scholar.archive.org
We study the problem of distributed training of neural networks (NNs) on devices with
heterogeneous, limited, and time-varying availability of computational resources. We …

DISTREAL: Distributed Resource-Aware Learning in Heterogeneous Systems

M Rapp, R Khalili, K Pfeiffer, J Henkel - arXiv e-prints, 2021 - ui.adsabs.harvard.edu
We study the problem of distributed training of neural networks (NNs) on devices with
heterogeneous, limited, and time-varying availability of computational resources. We …

[PDF][PDF] DISTREAL: Distributed Resource-Aware Learning in Heterogeneous Systems

M Rapp, R Khalili, K Pfeiffer, J Henkel - 2022 - ojs.aaai.org
We study the problem of distributed training of neural networks (NNs) on devices with
heterogeneous, limited, and time-varying availability of computational resources. We …

DISTREAL: Distributed Resource-Aware Learning in Heterogeneous Systems

M Rapp, R Khalili, K Pfeiffer, J Henkel - arXiv preprint arXiv:2112.08761, 2021 - arxiv.org
We study the problem of distributed training of neural networks (NNs) on devices with
heterogeneous, limited, and time-varying availability of computational resources. We …