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Regular version of the site

International Laboratory of Stochastic Algorithms and High-Dimensional Inference

Publications
Publications
Book
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops 2026

Ryumina E., Aksenov A., Сысоев Д. С. et al.

IEEE Computer Society, 2026.

Article
On the rate of Gaussian approximation for online linear regression problems

Sheshukova M., Durmus A., Khusainov M. et al.

Statistics. 2026. P. 1-25.

Book chapter
Gaussian Approximation and Multiplier Bootstrap for Stochastic Gradient Descent

Sheshukova M., Samsonov S., Belomestny D. et al.

In bk.: Volume 300: International Conference on Artificial Intelligence and Statistics, 2-5 May 2026, Hilton Tangier Al Houara Hotel, Morocco. Vol. 300. PMLR, 2026. P. 1378-1386.

Working paper
Homogeneous maximizers of the Blaschke-Santalo-type functionals

Kolesnikov A.

math. arXiv. Cornell University, 2025

The International Laboratory of Stochastic Algorithms and High-Dimensional Inference was created in April 2018.

Russian and international researchers work at the laboratory at the intersection of numerous mathematical disciplines, including modern statistics, optimisation, probability theory and theory of computation. Its main aim is to develop new probability and statistical approaches to current problems in the field of data analysis.


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October 23

In mid-October 2026, HSE University held its first scientific conference on Stochastics, Artificial Intelligence, and Mathematical Finance (SAIMF 26). HSE researchers, leading mathematicians, and financial sector specialists discussed fundamental mathematical problems, modern artificial intelligence methods, and their applications in finance.

September 14

The Statistical AI Conference was held in Sanya, Hainan Island, China, from 24 to 28 August 2026. The international event brought together leading experts in statistics, machine learning, and applied AI. Alexey Naumov, Director of the AI and Digital Science Institute at the HSE Faculty of Computer Science, and Sergey Samsonov, Head of the International Laboratory of Stochastic Algorithms and High-Dimensional Inference, were among the conference organisers.

August 25

Researchers from the AI and Digital Science Institute at the HSE Faculty of Computer Science have developed an approach for selecting recommendation algorithms more effectively. Their approach uses pairwise comparisons of algorithms to create a tournament table, with the overall ranking based on their performance across all datasets in the tournament. This can reduce the number of algorithms that need to be tested when developing new services, saving both time and money. The study was presented at the 32nd ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD 2026).

July 27

Researchers from the HSE Faculty of Computer Science (FCS) presented their work at theInternational Conference on Machine Learning (ICML 2026) in Seoul, South Korea, one of the leading scientific events in the field. Several projects by the faculty’s researchers received the prestigious Spotlight distinction.

May 14

Researchers from the AI and Digital Science Institute at the HSE Faculty of Computer Science, along with students from the AI360: Artificial Intelligence Engineering track of the Applied Mathematics and Information Science bachelor’s programme, took part in ICLR, one of the world’s most prestigious international conferences on machine learning and representation learning. This year’s event was held in Rio de Janeiro, Brazil.

April 20

In April 2026, the International Conference on Intelligent Systems and Artificial Intelligence Applications (ISAA 2026) was held at the University of Nizwa in the Sultanate of Oman. The event was co-organised by HSE University, the University of Nizwa, and the University of Technology and Applied Sciences–Ibri. Researchers from HSE University were among the key speakers at the conference.

October 27, 2025

Participants of the 4th Fall into ML conference at HSE University held a discussion titled ‘Academia in Crisis: What Does the Future Hold?’ In particular, they examined why the number of scientific publications continues to grow, what the quality of these papers is, what expectations should be placed on researchers, and what role artificial intelligence plays in preparing academic articles.

May 30, 2025

On May 30, 2025, a general meeting of the Russian Academy of Sciences (RAS) announced the results of the elections for its full and corresponding members. Around 1,800 individuals took part in the voting. Among those elected this year are scholars from HSE University.

November 06, 2024

On October 25-26, the Fall into ML Conference was held in Moscow, organised by the AI and Digital Science Institute of the HSE Faculty of Computer Science in collaboration with the AI Research Centre and with support from the title partner, Sber. Over the course of two days, leading experts in artificial intelligence discussed prospects for advancing fundamental AI technologies.

October 23, 2023

The event is dedicated to promising areas in the development of fundamental AI