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  • Формирование плана выполнения частей параллельной программы и программный стенд для разработки рациональных стратегий планирования
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June 5, 2026
Neural Network Maps as a Method for Constructing Mathematical Models
Scientists from HSE University–Nizhny Novgorod and the Institute of Physics Belgrade, Serbia, are jointly exploring the application of machine learning techniques and neural networks to the study of nonlinear dynamics. Natalya Stankevich, Leading Research Fellow at the Laboratory of Topological Methods in Dynamics of the Faculty of Informatics, Mathematics, and Computer Science at HSE University–Nizhny Novgorod, spoke to the HSE News Service about this international project.
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Polina Tabakova decided to apply for a Philology degree at HSE in Nizhny Novgorod because she grew up in Mari El and did not want to move far away from the Russian forests. In an interview for the Young Scientists of HSE University project, she spoke about the genre of the campus novel, the existential drama of Kolobok, and a blackout version of Eugene Onegin.
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Researchers from the AI and Digital Science Institute at the HSE Faculty of Computer Science have developed a new compression method for large language models such as GPT and LLaMA that reduces their size by 25–36% without additional training or significant loss of accuracy. This is the first approach to use mathematical transformations—specifically, rotations of model weights—to make models more amenable to compression with structured matrices. The study results have been published in ACL Findings 2025. The code is available on GitHub.

 

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Формирование плана выполнения частей параллельной программы и программный стенд для разработки рациональных стратегий планирования

Гл. 1. С. 55–63.
Bakanov V. M.

Approaches to the development of rational (aspiring to optimal) methods for constructing plans for executing applied computing tasks on real parallel computing systems (frameworks for execution), as well as an instrumental software environment for implementing such methods (strategies) are analyzed. The criteria and parameters for optimizing planning methods are proposed. The results of applying some developed strategies for constructing rational plans for parallel programs are presented.

Language: Russian
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Keywords: ярусно-параллельная форма информационного графаграфовые представления алгоритмаанализ информационной структуры программырациональные параметры выполнения параллельных программстратегия построения рационального плана выполнения параллельной программыgraph representations of the algorithmanalysis of the program information structurethe tier-parallel form of the information graphrational parameters for executing parallel programsthe strategy for constructing a rational plan for executing a parallel program

In book

Современные проблемы математического моделирования, обработки изображений и параллельных вычислений 2017 (СПММОИиПВ-2017) (Геленджик, Дивноморское, Краснодарский край)
Т. 1. , Ростов н/Д: ООО "ДГТУ-Принт", 2017.
Similar publications
Research and Selection of Rational Methods for Obtaining Framework of Schedules for the Parallel Programs Execution
Bakanov V. M., , in: Lecture Notes in Networks and Systems (LNNS, volume 231) Proceedings of 5th Computational Methods in Systems and Software 2021 (CoMeSySo 2021)Vol. Vol 2: Data Science and Intelligent Systems. Issue 231.: Springer, 2021. P. 268–280.
This paper deals with the creation of rational methods for developing a schedule (execution plan) of programs for parallel computing systems of a given (homo- and heterogeneous) architecture for arbitrary algorithms.  To solve this task, a software system is proposed that allows the implementation of various (heuristic) methods for building up an execution schedule for ...
Added: February 14, 2022
Программная система для разработки стратегий построения оптимального каркаса параллельных программ
Bakanov V. M., В кн.: Сборник научных трудов: материалы Международной научно-технической конференции «Информатика и технологии. Инновационные технологии в промышленности и информатике»; Московский технологический университет, Физикотехнологический институтВып. 23 (XXIII).: М.: МГТУ МИРЭА, 2017. С. 261–265.
The work is devoted to solving the problem of creating rational methods for developing a framework (a plan, a timetable for execution) of parallel programs for real parallel computing systems. To solve this problem, a software environment has been developed that makes it possible to implement various strategies for building a framework for the implementation ...
Added: January 14, 2018
Сборник научных трудов: материалы Международной научно-технической конференции «Информатика и технологии. Инновационные технологии в промышленности и информатике»; Московский технологический университет, Физикотехнологический институт
М.: МГТУ МИРЭА, 2017.
В сборнике опубликованы работы, представленные на Международной научно-технической конференции «Информатика и технологии. Инновационные технологии в промышленности и информатике», а также работы ведущих ученых и специалистов, занимающихся созданием новых инновационных технологий, разработкой конструкций и технологий для наукоемкого приборо- и машиностроения, задачами информационных технологий, исследованием в области оптоэлектронных и оптоволоконных систем. Сборник трудов может быть полезен для ...
Added: January 14, 2018
Построение каркаса выполнения параллельных программ на основе графового представления алгоритмов с учетом гетерогенности вычислительного поля
Bakanov V. M., В кн.: Седьмая Международная конференция "Системный анализ и информационные технологии" САИТ–2017 (13–18 июня 2017 г., г.Светлогорск, Россия).: М.: ФИЦ ИУ РАН, 2017. С. 601–608.
Approaches to the development of rational (aspiring to optimal) methods for constructing plans for executing applied computing tasks on real parallel computing systems (execution skeletons), as well as an instrumental software environment for implementing such methods (strategies) are analyzed. The criteria and parameters for optimizing planning methods are proposed. The results of application of some ...
Added: January 10, 2018
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