Author

Isabella Caranzano

University of TurinORCID 0009-0004-8310-0652Unclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

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Bioinformatics· 1 Evolutionary Biology· 1

Signature Assays, Organisms & Methods

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Approach:statistical model· 2 Research Focus:benchmarking· 1 Research Focus:chromatin & epigenetic regulation· 1 Assay:DNA methylation· 1 Organism:multiple species· 1

Frequent Co-Authors

Piero FariselliiD· 2 shared Cesare RolloiD· 1 shared Cristian TaccioliiD· 1 shared Francesco CodicèiD· 1 shared Giovanni BiroloiD· 1 shared Guido BarducciiD· 1 shared Luca PaganiiD· 1 shared Pierre Baldi· 1 shared

Activity by Year

2026-2026 · peak 2/yr

Co-Author Collaboration Network

10 top collaborators · 27 mutual co-author links

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2 shared papersEvolutionary Biology

Piero FariselliORCID

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2 papers

Recent·Most cited

Evolutionary BiologybioRxivPreprintJul 9, 2026

Generalized Chargaff symmetry in codon usage across the tree of life

Virginia Iannibelli, Isabella Caranzano, Giovanni Birolo…·Piero Fariselli

The paper quantifies reverse-complement symmetry in codon usage across taxa and shows it is not fully explained by compositional constraints.

DOI 10.64898/2026.06.22.733775

multiple speciesDNA methylation

𝕏 PostBluesky

BioinformaticsbioRxivPreprintMay 12, 2026

The illusion of interpretability in biologically informed neural networks

Isabella Caranzano, Tiziana Sanavia, Pietro Liò…·Piero Fariselli

This paper shows that biologically informed neural networks (BINNs) cannot reliably recover internal biological structures from outputs alone due to nonidentifiability.

DOI 10.64898/2026.05.07.723544

statistical modelbenchmarking

𝕏 PostBluesky