Peter Richtarik

About Peter Richtarik

Peter Richtarik, With an exceptional h-index of 64 and a recent h-index of 59 (since 2020), a distinguished researcher at King Abdullah University of Science and Technology, specializes in the field of optimization, machine learning, federated learning, deep learning, computer science.

His recent articles reflect a diverse array of research interests and contributions to the field:

Understanding progressive training through the framework of randomized coordinate descent

Optimal time complexities of parallel stochastic optimization methods under a fixed computation model

Streamlining in the Riemannian Realm: Efficient Riemannian Optimization with Loopless Variance Reduction

A computation and communication efficient method for distributed nonconvex problems in the partial participation setting

Error Feedback Reloaded: From Quadratic to Arithmetic Mean of Smoothness Constants

FedP3: Federated Personalized and Privacy-friendly Network Pruning under Model Heterogeneity

A guide through the zoo of biased SGD

Improving the Worst-Case Bidirectional Communication Complexity for Nonconvex Distributed Optimization under Function Similarity

Peter Richtarik Information

University

Position

Professor

Citations(all)

20890

Citations(since 2020)

17362

Cited By

8895

hIndex(all)

64

hIndex(since 2020)

59

i10Index(all)

174

i10Index(since 2020)

164

Email

University Profile Page

King Abdullah University of Science and Technology

Google Scholar

View Google Scholar Profile

Peter Richtarik Skills & Research Interests

optimization

machine learning

federated learning

deep learning

computer science

Top articles of Peter Richtarik

Title

Journal

Author(s)

Publication Date

Understanding progressive training through the framework of randomized coordinate descent

Rafał Szlendak

Elnur Gasanov

Peter Richtárik

2024/4/18

Optimal time complexities of parallel stochastic optimization methods under a fixed computation model

Advances in Neural Information Processing Systems

Alexander Tyurin

Peter Richtarik

2024/2/13

Streamlining in the Riemannian Realm: Efficient Riemannian Optimization with Loopless Variance Reduction

arXiv preprint arXiv:2403.06677

Yury Demidovich

Grigory Malinovsky

Peter Richtarik

2024/3/11

A computation and communication efficient method for distributed nonconvex problems in the partial participation setting

Advances in Neural Information Processing Systems

Alexander Tyurin

Peter Richtárik

2024/2/13

Error Feedback Reloaded: From Quadratic to Arithmetic Mean of Smoothness Constants

arXiv preprint arXiv:2402.10774

Peter Richtárik

Elnur Gasanov

Konstantin Burlachenko

2024/2/16

FedP3: Federated Personalized and Privacy-friendly Network Pruning under Model Heterogeneity

arXiv preprint arXiv:2404.09816

Kai Yi

Nidham Gazagnadou

Peter Richtárik

Lingjuan Lyu

2024/4/15

A guide through the zoo of biased SGD

Advances in Neural Information Processing Systems

Yury Demidovich

Grigory Malinovsky

Igor Sokolov

Peter Richtárik

2024/2/13

Improving the Worst-Case Bidirectional Communication Complexity for Nonconvex Distributed Optimization under Function Similarity

arXiv preprint arXiv:2402.06412

Kaja Gruntkowska

Alexander Tyurin

Peter Richtarik

2024/2/9

Faster rates for compressed federated learning with client-variance reduction

SIAM Journal on Mathematics of Data Science

Haoyu Zhao

Konstantin Burlachenko

Zhize Li

Peter Richtárik

2024/3/31

Momentum Provably Improves Error Feedback!

Advances in Neural Information Processing Systems 37 (NeurIPS 2023)

Ilyas Fatkhullin

Alexander Tyurin

Peter Richtárik

2023/5/24

Shadowheart SGD: Distributed Asynchronous SGD with Optimal Time Complexity Under Arbitrary Computation and Communication Heterogeneity

arXiv preprint arXiv:2402.04785

Alexander Tyurin

Marta Pozzi

Ivan Ilin

Peter Richtarik

2024/2/7

Minibatch stochastic three points method for unconstrained smooth minimization

Proceedings of the AAAI Conference on Artificial Intelligence

Soumia Boucherouite

Grigory Malinovsky

Peter Richtárik

El Houcine Bergou

2024/3/24

2Direction: Theoretically faster distributed training with bidirectional communication compression

Advances in Neural Information Processing Systems

Alexander Tyurin

Peter Richtárik

2024/2/13

Correlated Quantization for Faster Nonconvex Distributed Optimization

arXiv preprint arXiv:2401.05518

Andrei Panferov

Yury Demidovich

Ahmad Rammal

Peter Richtárik

2024/1/10

Communication compression for byzantine robust learning: New efficient algorithms and improved rates

Ahmad Rammal

Kaja Gruntkowska

Nikita Fedin

Eduard Gorbunov

Peter Richtárik

2024/4/18

FedComLoc: Communication-Efficient Distributed Training of Sparse and Quantized Models

arXiv preprint arXiv:2403.09904

Kai Yi

Georg Meinhardt

Laurent Condat

Peter Richtárik

2024/3/14

ELF: Federated Langevin Algorithms with Primal, Dual and Bidirectional Compression

arXiv preprint arXiv:2303.04622

Avetik Karagulyan

Peter Richtárik

2023/3/8

Det-cgd: Compressed gradient descent with matrix stepsizes for non-convex optimization

arXiv preprint arXiv:2305.12568

Hanmin Li

Avetik Karagulyan

Peter Richtárik

2023/5/21

Improving accelerated federated learning with compression and importance sampling

arXiv preprint arXiv:2306.03240

Michał Grudzień

Grigory Malinovsky

Peter Richtárik

2023/6/5

High-probability bounds for stochastic optimization and variational inequalities: the case of unbounded variance

Abdurakhmon Sadiev

Marina Danilova

Eduard Gorbunov

Samuel Horváth

Gauthier Gidel

...

2023/7/3

See List of Professors in Peter Richtarik University(King Abdullah University of Science and Technology)

Co-Authors

H-index: 37
Martin Takáč

Martin Takáč

Lehigh University

H-index: 21
Dmitry Kovalev

Dmitry Kovalev

King Abdullah University of Science and Technology

H-index: 20
Konstantin Mishchenko

Konstantin Mishchenko

King Abdullah University of Science and Technology

H-index: 14
Samuel Horvath

Samuel Horvath

King Abdullah University of Science and Technology

H-index: 11
Ahmed Khaled

Ahmed Khaled

Cairo University

H-index: 9
Mher Safaryan

Mher Safaryan

King Abdullah University of Science and Technology

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