Search Results for author: Ekaterina Borodich

Found 2 papers, 0 papers with code

Optimal Gradient Sliding and its Application to Distributed Optimization Under Similarity

no code implementations30 May 2022 Dmitry Kovalev, Aleksandr Beznosikov, Ekaterina Borodich, Alexander Gasnikov, Gesualdo Scutari

Finally the method is extended to distributed saddle-problems (under function similarity) by means of solving a class of variational inequalities, achieving lower communication and computation complexity bounds.

Distributed Optimization

Decentralized Personalized Federated Learning for Min-Max Problems

no code implementations14 Jun 2021 Ekaterina Borodich, Aleksandr Beznosikov, Abdurakhmon Sadiev, Vadim Sushko, Nikolay Savelyev, Martin Takáč, Alexander Gasnikov

Personalized Federated Learning (PFL) has witnessed remarkable advancements, enabling the development of innovative machine learning applications that preserve the privacy of training data.

Distributed Optimization Personalized Federated Learning

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