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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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Visual processing of green zones in shared courtyards during renting decisions: An eye-tracking study

Urban Forestry and Urban Greening. 2022. Vol. 68. Article 127460.
Nadezhda Kerimova, Sivokhin Pavel, Kodzokova D., Nikogosyan K., Klucharev V.

We used an eye-tracking technique to investigate the effect of green zones and car ownership on the attrac-tiveness of the courtyards of multistorey apartment buildings. Two interest groups—20 people who owned a car and  20  people who did  not  a  car—observed 36  images of  courtyards. Images were digitally modified to manipulate the spatial arrangement of key courtyard elements: green zones, parking lots, and children’s play-grounds. The participants were asked to rate the attractiveness of courtyards during hypothetical renting de-cisions. Overall, we investigated whether visual exploration and appraisal of courtyards differed between people who owned a car and those who did not. The participants in both interest groups gazed longer at perceptually salient playgrounds and parking lots than at greenery. We also observed that participants gazed significantly longer at the greenery in courtyards rated as most attractive than those rated as least attractive. They gazed significantly longer at parking lots in courtyards rated as least attractive than those rated as most attractive. Using regression analysis, we further investigated the relationship between gaze fixations on courtyard elements and the attractiveness ratings of courtyards. The model confirmed a significant positive relationship between the number and duration of fixations on greenery and the attractiveness estimates of courtyards, while the model showed an opposite relationship for the duration of  fixations on  parking lots. Interestingly, the  positive association between fixations on  greenery and  the attractiveness of courtyards was significantly stronger for participants who owned cars than for those who did not. These findings confirmed that the  more people pay attention to green areas, the more positively they evaluate urban areas. The results also indicate that urban greenery may differentially affect the preferences of interest groups.

Research target: Social and Economic Geography (including Urban and Transportation Studies)
Language: English
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DOI
Text on another site
Keywords: eye trackingurban enviroment
Publication based on the results of:
Multimodal study of neural mechanisms of cognition and decision making in normal and pathological brain (2022)
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В публикации обсуждаются вопросы, поднятые в  статье Ю.П.  Шабаева и  К.В.  Истомина “Пространства, символы и идентичности в городах Российского Севера”, где авторами предпринимается попытка антропологического анализа процессов урбанизации на севере России. В  дискутируемой статье авторы, опираясь на  данные официальной статистики, материалы СМИ, результаты полевых наблюдений и опросов населения в 2006–2023 гг., рассматривают культурную специфику советского и постсоветского северного города, городские образы и ...
Added: March 3, 2026
Analysis Of Eye And Head Tracking Movements During Shooting From The Prone Position In Biathletes Compared To Novices
Kruchinina A. P., I. S. Polikanova, Psychology. Journal of the Higher School of Economics 2025 Vol. 22 No. 3 P. 473–488
Biathlon shooting is one of the most cru cial aspects that determines an athlete's success. Several factors can affect shoot ing performance. This research was aimed at studying a range of eye and head movement parameters in biathletes of different skill levels as well as in novices in order to identify the most rel evant and ...
Added: October 3, 2025
Cognitive flexibility and cognitive demands: An eye tracking investigation
Zhanna Chuikova, Anastasiia Liashenko, Myachykov A. et al., , in: ETRA '25: Proceedings of the 2025 Symposium on Eye Tracking Research and Applications.: Association for Computing Machinery (ACM), 2025. Ch. 37 P. 1–3.
Cognitive flexibility is crucial for adapting behavior to shifting demands, particularly in tasks with varying cognitive requirements. This study examines the relationship between cognitive flexibility levels and eye movement parameters across six difficulty levels. Results show that highly flexible individuals consistently outperform those with lower flexibility, demonstrating more fixations, shorter fixation durations, and reduced blinking. ...
Added: June 12, 2025
Attention guidance EMME paradigm for reading task completion in a foreign language
Zdorova N., Kozlovskaia D., , in: ETRA '25: Proceedings of the 2025 Symposium on Eye Tracking Research and Applications.: Association for Computing Machinery (ACM), 2025. Ch. 35.
Added: June 4, 2025
ETRA '25: Proceedings of the 2025 Symposium on Eye Tracking Research and Applications
Association for Computing Machinery (ACM), 2025.
The 2025 ACM Symposium on Eye Tracking Research & Applications (ETRA) will be held in Tokyo, Japan from May 26 to May 29, 2025. The aim of ETRA is to bring together researchers and practitioners from across fields with the common goal of continuing to move eye tracking research forward. Join us in Tokyo for ...
Added: June 4, 2025
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