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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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Dividing goods or bads under additive utilities

2016.
Bogomolnaia A., Moulin H., Sandomirskiy F., Yanovskaya E. B.
The Competitive Equilibrium with Equal Incomes is an especially appealing efficient and envy-free division of private goods when utilities are additive: it maximizes the Nash product of utilities and is single-valued and continuous in the marginal rates of substitution. The CEEI to divide bads captures similarly the critical points of the Nash product in the efficient frontier. But it is far from resolute, allowing routinely many divisions with sharply different welfare consequences.  Even the much more permissive No Envy property is profoundly ambiguous in the division of bads: the set of efficient and envy-free allocations can have many connected components, and has no single-valued selection continuous in the marginal rates.  The CEEI to divide goods is Resource Monotonic (RM): everyone (weakly) benefits when the manna increases. But when we divide bads efficiently, RM is incompatible with Fair Share Guarantee, a much weaker property than No Envy.
Research target: Computer Science Economics and Management Mathematics
Priority areas: economics mathematics
Language: English
Full text
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Keywords: fair division of goodsfair division of badscompetitive equilibrium with equal incomesNash productresource monotonicityindependence of lost bidsзадачи справедливого распределения благзадачи справедливого распределения антиблагпроизведение Нэшаресурсная монотонностьнезависимость от пустых ставокконкурентное равновесие с равными доходами
Publication based on the results of:
Algorithmic aspects of fair division problems (2016)
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