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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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Implicit learning in attractiveness evaluation: The role of conformity and analytical processing

Journal of Experimental Psychology: General. 2019. Vol. 148. No. 9. P. 1505–1516.
Ivanchei I. I., Moroshkina N., Tikhonov R., Ovchinnikova I.

We address the question how people’s opinion and features of information interact in the process of indirect social influence. Implicit learning was considered as a mechanism for conformity in social perception. We carried out 2 experiments using a hidden covariation detection paradigm. In a learning phase, participants memorized a set of female photographs presented together with their attractiveness ratings. The ratings correlated with the hairstyle of the photographed women. The participants who did not consciously detect this correlation demonstrated a systematic bias toward the correlation when evaluating the new stimulus persons. Information about the source of the ratings in the learning phase (other people’s opinions or nonsocial sources) did not modulate learning. Learning was not observed when participants critically evaluated the ratings during the memorization phase. The study shows that (a) conformity may be based not only on reinforcement learning mechanism (as was previously suggested) but also on unsupervised implicit learning; (b) implicit learning occurs automatically irrespective of the context (social or not); and (c) a critical attitude toward learned material may prevent implicit learning from being manifested in a test phase. We conclude that indirect social influence may be affected by people’s opinion toward the provided information. The study contributes to both implicit learning and social perception research. 

Research target: Psychology
Language: English
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Keywords: конформностьconformityface perceptionимплицитное научениеimplicit learningвосприятие лицаfacial attractivenessdecision strategyпривлекательность лицастратегия принятия решений
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