Search Results for author: Harsha V. Madhyastha

Found 2 papers, 2 papers with code

FedScale: Benchmarking Model and System Performance of Federated Learning at Scale

3 code implementations24 May 2021 Fan Lai, Yinwei Dai, Sanjay S. Singapuram, Jiachen Liu, Xiangfeng Zhu, Harsha V. Madhyastha, Mosharaf Chowdhury

We present FedScale, a federated learning (FL) benchmarking suite with realistic datasets and a scalable runtime to enable reproducible FL research.

Benchmarking Federated Learning +6

Oort: Efficient Federated Learning via Guided Participant Selection

1 code implementation12 Oct 2020 Fan Lai, Xiangfeng Zhu, Harsha V. Madhyastha, Mosharaf Chowdhury

In this paper, we propose Oort to improve the performance of federated training and testing with guided participant selection.

Federated Learning

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