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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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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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L’ontologie du froid, les images culturelles et les représentations de paysages culturels des villes du Nord et de l’Arctique

Ch. 2. P. 37–68.
Zamyatin D.
Translator: M. Samsonova

The purpose of this article is to show the specifics of the formation of cultural landscapes and geocultural images of Northern and Arctic cities in the context of the concept of post-urbanism. The ontological and phenomenological category of cold, which is key for understanding this specificity, has a decisive influence on the formation of both material and expressive (mental) environments and identities of the inhabitants of Northern cities. The image of cold can be considered as an important component of the symbolic capital of the Northern and Arctic cities, as well as a field of implementation and struggle of various post-colonial practices. The phenomenon of co-spatiality, basic for understanding post-urban trends of social development, acquires a special configuration in the cultural landscapes of Northern cities, contributing to the enrichment of the semantic space of post-urbanism as a whole.

Language: French
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Keywords: онтологияontologyкультурный ландшафтcultural landscapeарктические городаArctic citiescoldхолод

In book

Géocultures. Méthodologies russes sur l’Arctique
Zamyatin D., Romanova E., Dobjanskaya O., Lavrenova O., Chartier D. Presses de l’Université du Québec, Imaginaire Nord, 2020.
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