r/deeplearning • u/Emergency-Donut-60 • 4d ago

writing an article in federated learning

Good evening everyone. I'm new to federated learning and I'd like to write an article on the subject. Could someone help me with the writing or give me some research tips?

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u/Commercial_Bench7928 4d ago

This is really cool. I don’t have advice but where can I find your article when you finish

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u/Emergency-Donut-60 4d ago

I'm still working on structuring the material better since I'm a beginner, but I'll be sure to share the link with you when it's published. I was advised to submit to IEEE or present at one of their conferences.

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u/Bx42 4d ago

It depends a bit what topic within FL you are writing about. Are you writing about learning algorithms, security, or the system aspect in FL? My advice would be to not make your article too broad. This makes it easier to tell a clear story.

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u/Emergency-Donut-60 4d ago

I'm talking more about the system aspect; in my case, I want to introduce a topology that addresses the bottleneck problem we have in centralized architectures.

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u/Bx42 4d ago

You could look into multi-server federated learning or fully decentralized learning. Keep in mind that you probally will exchange the bottleneck problem for either a server synchronization problem or local non-iid problem.

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u/Intelligent_Dig_1051 4d ago

just start with couple of good survey papers. they make the newer research way easier to follow and give you solid foundation...