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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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Simulation of charge processes in dielectric films of MIS structures at simultaneous influence by ionization and high-field injection of electrons

Procedia Manufacturing. 2019. Vol. 37. P. 279–285.
Andreev D. V., Bondarenko G.G., Andreev V. V., Stolyarov A. A.

The paper presents model of processes of charge state changing of gate dielectric of MIS structure under conditions of simultaneous influence of radiation and high-field injection of electrons. The model takes into account the generation of positive charge by both radiation and high-field ionization and, besides, it takes into consideration the interaction of injected electrons with charges taken place in the dielectric film because of concurrent influence by ionizing radiation and high fields. We model an influence of radiation on charge state of the dielectric films of MIS structures in a wide range of influences by radiation and high-field injection of electrons. We study an influence of electric field strength and intensity of radiation on processes of generation and annihilation of positive charge accumulated in the gate dielectric because of both radiation and high-field ionization. We make suggestions on use of radiation MIS sensors which are utilized under conditions of high-field injection of electrons into the gate dielectric.

Research target: Materials Technologies
Priority areas: engineering science
Language: English
Full text
DOI
Keywords: МДП-структурадиэлектрическая пленкаMIS structurehigh-field injectiondielectric filmвысокополевая инжекция
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