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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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Analysis of the Imperial Rent of Reserve Currency: A Manifestation of Existence and a Method of Quantity Estimation

World Review of Political Economy. 2022. Vol. 14. No. 1.

This paper provides an analysis of the economic cost incurred by the world through the use of the fiat international reserve currency since the end of the 1971 gold standard system. I use the Quantity Theory of Money to provide an empirical manifestation of how reserve currency yields income to its issuing country through the provision of an inflation buffer, which is equivalent to what I frame as an imperial rent of reserve currency. I  then provide a method to estimate the cumulative quantity of this rent by using data of the broad money supply, nominal GDP, and the world total official foreign exchange holdings of the currency of the country in question. I estimate that the quantity of the imperial rent of reserve currency that accrued to the four major reserve currency issuing states (US, Euro Area, UK, Japan) from the end of the gold standard until the end of 2021, which was accumulated through the official channel only, is of a value equivalent to ~11.1 Trillion US Dollars, ~71 % of this amount went to the United States of America singly.

Research target: Economics and Management Political Science, International Relations, and Public Administration
Language: English
Full text
Keywords: international economicseconomic imperialisminternational financeinternational reserve currencyinternational political economymonetary economicsunequal exchange
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