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May 25, 2026
HSE Scientists Train Neural Network to 'Hear' Faults in Electric Motors
Researchers at the AI and Digital Science Institute of the HSE Faculty of Computer Science have developed a new method—the Signature-Guided Data Augmentation (SGDA) framework—that achieves 99% accuracy in motor fault detection and 86% accuracy in fault classification. The application of this approach can reduce industrial equipment repair costs, minimise downtime, and improve production safety. The study results have been published in Engineering Applications of Artificial Intelligence.
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'The Humanities Serve as a Conscience'
Maria Mizernaia studies Soviet literature and the history of book publishing. In this interview for the HSE Young Scientists project, she discusses plans to publish a novel about besieged Leningrad, AI-provoked reflections on what it means to be human, and how novels can help satisfy our dopamine hunger.
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Is It Possible to Predict a Citys Life Based on the Shape of Its Neighbourhoods?
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Perpetuating inequality through participation in adult learning and education in Russia

International Journal of Lifelong Education. 2022. Vol. 41. No. 4-5. P. 513–532.
Karmaeva N., Kosyakova J.

We apply cumulative advantage (CA) theory to understand the social hierarchies behind the accumulation of skills and rewards through Adult Learning and Education (ALE) – formal, informal, and non-formal. Using representative data from the Russian Longitudinal Monitoring Survey (RLMS-HSE), we confirm the assumption of CA theory that advantages are accumulated through ALE, not only within social groups, but also between them. For individuals coming from educationally advantaged families but without higher education, participation in informal non-job-related ALE and formal ALE enhances employment chances. It is therefore a strategy to compensate for the lack of higher education for those coming from educationally advantaged families. For those coming from less educationally advantaged families, higher education moderates the positive effect on wages of non-formal ALE without employer support. Rather than being a way to compensate for between-group inequalities, this type of ALE allows for labour market adaptation for the educationally disadvantaged and has positive effects within the group. We conclude that various types of ALE are institutionalised into different paths of human capital accumulation.

Research target: Education Sociology (including Demography and Anthropology
Language: English
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Keywords: образование взрослыхparental educationобразование родителейсоциальное и экономическое неравенствоsocial and economic inequalityadult learning and educationcumulative disadvantagesнакопление неравенства
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