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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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Output Power of III-V Injection Microdisk and Microring Lasers

IEEE Journal on Selected Topics in Quantum Electronics. 2025. Vol. 31. No. 2. Article 1501312.
Natalia V. Kryzhanovskaya, Eduard I. Moiseev, Alexey M. Nadtochiy, Ivan A. Melnichenko, Nikita A. Fominykh, Konstantin A. Ivanov, Sergey D. Komarov, Ivan S. Makhov, Evgenii V. L., Aliaksei G. V., Aliaksei V. N., Alexey E. Zhukov

Technological progress makes it possible to significantly reduce the size of semiconductor laser emitters to microscales and sizes commensurate with the emission wavelength. Extreme laser miniaturization can be achieved using disk or ring resonators supporting high-Q whispering gallery modes (WGM). WGMlasers are interesting not only due to small sizes (small mode volume) but also for their long times of light-matter interaction, unique capabilities of sensing and studying of quantum chaos and so on. On the other hand, small losses for the output of emission in high-Q resonators can negate the practical benefits of the laser or even completely hide the peculiarities of the light physics inside the cavity. In this review, we attempted to summarize the published data on the achieved optical output power in different III-V injection microlasers and analyzed the key characteristics that limit the maximum output power, especially influence of the active region self-heating at cw operation and impeded light extraction out of WGM cavities. We compared various III-V materials and fabrication methods developed for improving emission output.We also observe very low relative intensity noise in microdisk lasers and harmonics of the resonance frequency in the relative intensity noise spectrum.

Research target: Physics Nanotechnologies
Language: English
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Keywords: потериmicrodisksrelative intensity noisediode laserslossmicroringsoutput powerдиодные лазерымикродискимикрокольцавыходная мощностьшум относительной интенсивности
Publication based on the results of:
Проектирование, синтез и исследование гетероструктур на основе широкозонных III-N материалов и микролазеров на основе высокодобротных резонаторов (2026)
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