Search Results for author: Olga Galinina

Found 3 papers, 0 papers with code

Resource-Efficient Federated Hyperdimensional Computing

no code implementations2 Jun 2023 Nikita Zeulin, Olga Galinina, Nageen Himayat, Sergey Andreev

In conventional federated hyperdimensional computing (HDC), training larger models usually results in higher predictive performance but also requires more computational, communication, and energy resources.

Multi-Task Model Personalization for Federated Supervised SVM in Heterogeneous Networks

no code implementations17 Mar 2023 Aleksei Ponomarenko-Timofeev, Olga Galinina, Ravikumar Balakrishnan, Nageen Himayat, Sergey Andreev, Yevgeni Koucheryavy

The proposed method utilizes efficient computations and model exchange in a network of heterogeneous nodes and allows personalization of the learning model in the presence of non-i. i. d.

Multi-Task Learning regression

Dynamic Network-Assisted D2D-Aided Coded Distributed Learning

no code implementations26 Nov 2021 Nikita Zeulin, Olga Galinina, Nageen Himayat, Sergey Andreev, Robert W. Heath Jr

Today, various machine learning (ML) applications offer continuous data processing and real-time data analytics at the edge of a wireless network.

Federated Learning

Cannot find the paper you are looking for? You can Submit a new open access paper.