Author

Pedro Carvalho

Ernst Strüngmann Institute for NeuroscienceORCID 0000-0003-3845-4617Unclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

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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

Frequent Co-Authors

Felix EffenbergeriD· 1 shared Igor Dubinin· 1 shared Wolf SingeriD· 1 shared

Activity by Year

2025-2025 · peak 1/yr

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3 top collaborators · 3 mutual co-author links

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1 shared paperNeuroscience

Felix EffenbergerORCID

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1 paper

Recent·Most cited

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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