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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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Фридрих Хайек о сущности права

Правоведение. 2021. Т. 65. № 4. С. 462–483.
Raab R.

The article investigates the nature of law as it is presented in the social theory writings of F. A. Hayek. Even though Hayek is mostly famous for his liberal approach to law, the idea of individual liberty does not explain the way Hayekian “law” as “rules of just conduct” is fundamentally distinct from most of the rules commonly regarded as “law” today. Recognizing the influence of liberal philosophy on Hayek’s legal theory, a liberal interpretation of that theory leaves too many things unexplained. Sometimes these unexplained “anomalies” are not just incoherent with the liberal worldview, but radically contradict it. Oddly enough, even the law of due process is not a part of “rules of just conduct” by a Hayekian standard. To make any sense of this standard we need to go beyond the liberal-normative approach and consider Hayek’s purely instrumental social theory. From that perspective, the nature of law as “rules of just conduct” is determined not only by some generalized characteristics of a liberal spontaneous order, but also by several specific conditions of an epistemically “complex” social context in which an individual is supposed to be acting. Since this epistemic “complexity” is not ubiquitous for a liberal spontaneous order, not every social institution intended to secure individual liberty has a chance to be attributed with a distinct name of “true law” in Hayek’s view, as well as not every distinct feature of “true law” is conditioned by liberal considerations. Epistemological considerations matter more. Unusual as it is, this instrumental socio-epistemic interpretation of the nature of law can explain not only all the mismatches between Hayekian “rules of just conduct” and a more traditional liberal-normative ideal of law, but also reveal some of the most distinctive elements of his legal theory. These elements define what can be a possible contribution of Hayek to theoretical jurisprudence and suggest quite a unique “epistemic” way to make a strict distinction between “law” and all the other social rules for the first being only the rules of individual action in an epistemically “complex” social context.

Research target: Law
Language: Russian
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Keywords: социальная теориялиберализмэпистемологияФридрих Хайексущность права
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