Konstantin Burlachenko

activity

20212025

most citedMARINA: Faster Non-Convex Distributed Learning with Compression

15 citations · 33 across the 12 of their papers we have counts for

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Showing 2023Show all

2 papers · 1 filter

math.OC2023

Error Feedback Shines when Features are Rare

Peter Richtárik, Elnur Gasanov, Konstantin Burlachenko

We provide the first proof that gradient descent $(GD)$ with greedy sparsification $(TopK)$ and error feedback $\left({\…

cs.LG2023★ 5 cited

Federated Learning with Regularized Client Participation

Grigory Malinovsky, Samuel Horváth, Konstantin Burlachenko +1

Federated Learning (FL) is a distributed machine learning approach where multiple clients work together to solve a machine learning task. One of the key challenges in FL is the iss…