Author

Stanislav K. Smirnov

University of Geneva

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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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Andrei V Semenov· 1 shared Cameron SmithiD· 1 shared Gerald M. PaoiD· 1 shared Jennifer A. GuideraiD· 1 shared Joseph C. ParkiD· 1 shared Loren M. FrankiD· 1 shared Shih Yi Tseng· 1 shared

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2026-2026 · peak 1/yr

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1 shared paperNeuroscience

Andrei V Semenov

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1 paper

Recent·Most cited

NeurosciencebioRxivPreprintMay 14, 2026

Explainable prediction and simulation of complex system dynamics through networks of manifolds

Joseph C. Park, Cameron Smith, Shih Yi Tseng…·Gerald M. Pao

This paper introduces Generative Manifold Networks (GMNs) for modeling complex system dynamics, demonstrating their ability to predict and simulate chaotic and neural dynamics with explainability.

DOI 10.64898/2026.05.12.724527

machine learning (classical)statistical model

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