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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.
June 5, 2026
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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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Будущее Европы: политическая дискуссия о перспективах интеграционного проекта ЕС

Сравнительное конституционное обозрение. 2021. № 5. С. 15–41.
Medushevsky A. N.

The European integration project as designed by its founders seventy years ago is experiencing difficulties
in the current conditions of globalization, confronting challenges which were unpredictable
beforehand. Many of these are of crucial character for the European Union, putting in question its
constitutional organization, institutional structure, and political sustainability in the international
balance of power. The list of most important issues includes ones like the yet incomplete character of
the Union’s legal construction, which is balanced between supranational and national forms of regulation;
the erosion of legitimacy of European institutions; the growing democracy deficits in transnational
and national governance; the decline of solidarity in inter-governmental relations; and the falling
level of accountability and decision-making mechanisms in Europe. The very natural response to
these problems was a Pan-European discussion, stimulated by European elites after Brexit, on the
future of the European project in order to frame existing opinions, provide a fresh start to “the European
dream”, and possibly find appropriate solutions to legitimacy problems. An analysis of this ongoing discussion is the main subject of this article. This analysis involves such key issues as the future
role of the EU founding agreements, as to keeping them or amending them in order to reconstruct the
European constitutional settlement. It demonstrates the complex nature of the basic communitarian
concept, in view of its various interpretations by different ideological trends such as cosmopolitism
and confederation and federation movements. It explores the current agenda of institutional reforms
involving parliamentarian and presidential strategies and reviews proposed solutions of the European
leadership problem. The conclusion of the article makes it clear that the European Union is confronted
today with the most dramatic challenge in its entire history. It consists in the necessity of making a
decisive choice between two polar options — to preserve an amorphous conglomerate of states or to
establish a new federal state. This must be done in a rather short period in order to avoid falling apart
and to become a full-fledged and independent global political player.

Research target: Education Law Political Science, International Relations, and Public Administration Philosophy, Ethics, and Religious Studies Other social sciences
Language: Russian
Full text
DOI
Text on another site
Keywords: Европейский СоюзфедерациякосмополитизмконфедерацияКонституция Европейского Союза;коммунитаризм;
Publication based on the results of:
Глобальный конституционализм: проекты, стратегии продвижения, политический вклад (2020)
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