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July 20, 2026
Scientists Create Open Dataset for Studying Concentration
A team of Russian researchers, including scientists from HSE University–St Petersburg, has developed the first open multimodal dataset containing recordings of brain activity, heart function, and video observations to help researchers understand what happens in the human brain during deep concentration. In the future, the dataset could accelerate the development of neural interfaces, rehabilitation technologies, and AI systems. The article has been published in Scientific Data.
July 20, 2026
‘Science Is Universal-It Knows No Borders
Fuad Aleskerov, Tenured Professor and Director of the International Centre of Decision Choice and Analysis at HSE University, together with his colleagues, has developed methods of network analysis in bibliometrics that have made it possible to identify patterns in the appearance and citation of publications in academic journals, as well as their influence on each other. When one or a number of studies are frequently cited by a wide range of journals, this is an indicator that the research is of high quality. By contrast, extensive cross-citation within a limited group of journals increases the likelihood of identifying a network of predatory publications.
July 20, 2026
Scientists Propose Method for More Efficient Resource Use in Machine Learning
An international group of researchers, including mathematicians from the AI and Digital Science Institute at the HSE Faculty of Computer Science, has provided a theoretical justification for a simple and computationally efficient method of estimating uncertainty in Stochastic Gradient Descent (SGD). The paper has been published on the scientific preprint server arXiv.org and presented at AISTATS 2026.

 

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О числе реконструкций по подсловам в бинарном алфавите при наложении на один символ

Современные информационные технологии и ИТ-образование. 2020. Т. 16. № 2. С. 304–313.
Zhukova G., Сметанин Ю. Г., Ulyanov M.

The problem of obtaining accurate estimates of the number of reconstructions for words over a binary
alphabet is considered. Subwords of different lengths from a given set are joined by the method of
overlapping end characters. It is only possible to connect a pair of subwords where the last character
of the first subword is the same as the first character of the second. When superimposing a pair of
suitable subwords on one character of two identical ones (at the end of the first and at the beginning
of the second subword) only one, is included in the reconstruction. An approach based on combining
truncated subwords consisting of the first and last characters of a subword is proposed. When building
a reconstruction, instead of the subwords from a given set, truncated words of the form “00”, “01”,
“10” and “11” are connected. The number of reconstructions is under the assumption that each of the
truncated subwords corresponds to a unique subword in a given set of subwords. As a result, when
combining the words “00” and “00”, two reconstructions are possible, corresponding to combining the
original subwords “0x0” and “0y0” into “0x0y0” and “0y0x0”, where x and y are different sequences of
binary alphabet characters, one of which may be empty (but not both simultaneously).
Such an approach made it possible to determine the conditions for the existence of reconstruction from
a given set of subwords of various lengths. It is noted under what conditions, concerning the number
of truncated subwords of each type, reconstruction is impossible. For example, reconstruction by a set
of subwords containing only subwords of the form “00” and “11” is not possible. It is also impossible to
combine all the subwords of a given set if the number of truncated subwords of the form “01” and “10”
differs by more than one. For various cases allowing for complete reconstruction, formulas of the exact
number of reconstructions are obtained. The exact number of reconstructions depends on the presence
or absence of subwords corresponding to truncated subwords of each type.
Since the possibility of reconstruction mainly depends on the ratio of the number of subwords of the
form “01” and “10”, a model with the possibility of word inversions was also considered. It is assumed
that the set of subwords for reconstruction contains only words of the form “00”, “01” and “11”. Some
of the words of the form “01” are written in the reverse order and become words of the form “10”. If the
words “01” were an even number, then half of the words “01” would be converted to “01”, otherwise,
half of the nearest even number would be. In the latter case, from the set of subwords of the form “01”,
two variants of the sets of subwords of the form “01” and “10” are obtained, in one, there are more
subwords “01”, in the other “10”. For each case, formulas are given for the exact number of reconstructions,
provided that the subwords in the given set are unique, as well as the asymmetry of the subwords
generating truncated subwords of the form “00” and “11”.

Priority areas: IT and mathematics mathematics
Language: Russian
Full text
DOI
Text on another site
Keywords: комбинаторика словсимвольная последовательностьsymbolic sequenceсombinatorics on wordsbinary alphabetreconstruction of a sequencereconstruction of a sequences from their subsequencesбинарный алфавитреконструкция последовательностиреконструкция последовательности по ее подпоследовательностям
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