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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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Философская идея «Двойника»: в чем смысл двойничества г-на Голядкина?

Новый филологический вестник. 2024. № 3(70). С. 121–132.
Рябчинский Н. В.

F. Dostoevsky's early novel "The Double" has repeatedly become the subject of a heated dispute about the meaning of both, specific artistic techniques and the entire storyline as a whole. The most problematic aspect of the interpretation is the phenomenon of the novel's main character duality, Mr. Golyadkin. At present, there are two points of view prevail that explain this phenomenon. According to the first view, Mr. Golyadkin's dualit is a poetic convention that serves to enhance the acute social motivation of the novel. According to the second view, duality is understood as a symptom the protagonist's schizophrenia, and Dostoevsky himself turns out to be an artist of psychopathologies. At the same time, both views completely ignore the idea of the novel itself, which is undoubtedly deeply philosophical. The article is an attempt to identify and define the ignored idea of the novel, through to which the truly philosophical meaning of the duality of the hero becomes clear. To this end, the study examines in detail certain points in the novel, which seem to be extremely important for understanding the true meaning of Mr. Golyadkin's duality, and which are usually not given the attention they deserve in the analysis of the novel. The analysis of these moments allows the author to find out the most plausible explanation of the dual role played by Mr. Goliadkin's double and to reveal the true existential meaning of the duality's situation in which the novel's hero found himself.

Research target: Philosophy, Ethics, and Religious Studies Philology and Linguistics
Language: Russian
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Keywords: двойничествоduality моральный субъектФ. М. ДостоевскийF. M. Dostoevskynovel "The Double"Mr. Golyadkin the moral subjectthe Undergroundthe philosophical ideaповесть «Двойник»г-н Голядкин«подполье»философская идея
Publication based on the results of:
Russia and Europe in the 19th Century: Intellectual Interactions in the Socio-Political Context (2024)
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