Author

Giovanni Iacca

University of TrentoORCID 0000-0001-9723-1830Unclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

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Systems Biology· 2

Signature Assays, Organisms & Methods

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Research Focus:benchmarking· 2 Approach:machine learning (classical)· 2 Approach:statistical model· 2

Frequent Co-Authors

Luca MarchettiiD· 2 shared Stefano GiampiccoloiD· 2 shared Anna FochesatoiD· 1 shared Federico RealiiD· 1 shared

Activity by Year

2024-2026 · peak 1/yr

Co-Author Collaboration Network

4 top collaborators · 6 mutual co-author links

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2 shared papersSystems Biology

Luca MarchettiORCID

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2 papers

Recent·Most cited

Systems Biologynpj Systems Biology and ApplicationsPeer-reviewedMay 27, 2026

A novel approach to quantify out-of-distribution uncertainty in Neural and Universal Differential Equations

Stefano Giampiccolo, Giovanni Iacca, Luca Marchetti

This paper introduces a novel ensemble method for NODEs and UDEs to improve out-of-distribution uncertainty quantification in dynamical systems.

DOI 10.1038/s41540-026-00749-5

statistical modelmachine learning (classical)

𝕏 PostBluesky

Systems Biologynpj Systems Biology and ApplicationsPeer-reviewedNov 28, 2024

Robust parameter estimation and identifiability analysis with Hybrid Neural Ordinary Differential Equations in Computational Biology

Stefano Giampiccolo, Federico Reali, Anna Fochesato…·Luca Marchetti

The paper introduces a workflow for estimating model parameters and assessing identifiability in hybrid models with partial system knowledge using neural ordinary differential equations.

27 citationstop 5%

statistical modelmachine learning (classical)

𝕏 PostBluesky