Author

Igor Dubinin

Frankfurt Institute for Advanced Studies

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Neuroscience· 1

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Research Focus:benchmarking· 1 Approach:machine learning (classical)· 1 Research Focus:software / tool· 1 Approach:statistical model· 1

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Felix EffenbergeriD· 1 shared Pedro CarvalhoiD· 1 shared Wolf SingeriD· 1 shared

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Felix EffenbergerORCID

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1 paper

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NeuroscienceProceedings of the National Academy of SciencesPeer-reviewedJan 23, 2025

The functional role of oscillatory dynamics of neocortical circuits: a computational perspective

Felix Effenberger, Pedro Carvalho, Igor Dubinin, Wolf Singer

This paper introduces HORNs, oscillatory recurrent networks that outperform non-oscillatory architectures in learning speed, noise tolerance, and parameter efficiency, and reproduce features of neuronal systems.

35 citationstop 1%

statistical modelmachine learning (classical)

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