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KarhouTam / FL-bench

Benchmark of federated learning. Dedicated to the community. 🤗
GNU General Public License v3.0
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Are u considering to add the FedMix algo in the repository? #65

Closed digbangbang closed 7 months ago

digbangbang commented 7 months ago

Hi, thanks for ur great work. I am new to this field and would like to know what are the current SOTA aggregation algorithms and whether this repository includes them.

KarhouTam commented 7 months ago

First, thanks for your recongnition.

Kinda hard to give you the specific name of SOTA aggregation algorithm. But I reproduced a CVPR 2023 work called Elastic Aggregation in this benchmark. Which seems do make progress on FL parameter aggregation and improving model performance. About the works more latter, I don't pay much attention.

About the FedMix, it's a classic FL method and probably I will reproduce it in the future. I'm currently working on injecting client training parallelism into FL-bench.

FL-bench welcomes PR and if you want, you can reproduce FedMix create a PR.

digbangbang commented 7 months ago

Thanks for replying!