Author

Isaac H.J. Houngue

ORCID 0009-0000-6765-3565Unclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

Click to filter author papers

Signature Assays, Organisms & Methods

Click to filter · or open tag

Research Focus:benchmarking· 1 Approach:contrastive learning· 1 Assay:metagenomics· 1 Research Focus:protein structure prediction· 1 Assay:proteomics· 1 Research Focus:software / tool· 1 Approach:statistical model· 1 Approach:transformer / foundation model· 1

Frequent Co-Authors

Alberto SantosiD· 1 shared Divanisha PateliD· 1 shared Jemma DanieliD· 1 shared Jeroen Van GoeyiD· 1 shared Kevin EloffiD· 1 shared Konstantinos KalogeropoulosiD· 1 shared Marco ReverennaiD· 1 shared Mechiel Nieuwoudt· 1 shared

Activity by Year

2026-2026 · peak 1/yr

Co-Author Collaboration Network

10 top collaborators · 45 mutual co-author links

Click any collaborator node to inspect or filter shared papers

Focal author (center)Selected co-authorORCID co-authorUnlinked name

Curved chords = mutual co-authorship

1 shared paperBioinformatics

Alberto SantosORCID

Mutual co-authors in cluster

Author profile →

1 paper

Recent·Most cited

BioinformaticsbioRxivPreprintSep 8, 2026

Learning from tandem mass spectra at scale with a self-supervised foundation model for proteomics

Mechiel Nieuwoudt, Marco Reverenna, Divanisha Patel…·Konstantinos Kalogeropoulos

This paper introduces InstaNovo-FM, a self-supervised foundation model for proteomics that learns from tandem mass spectra to enable transferable applications across datasets and instruments.

DOI 10.64898/2026.09.03.747733

metagenomicsproteomics

𝕏 PostBluesky