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Author

Florence d'Alché-Buc

2 papers indexed here

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#machine learning Preprint May 2026

MSAlign: Aligning Molecule and Mass Spectra representations for Metabolite Identification

This work addresses the Molecule Retrieval task, which consists in recovering the chemical structure of a metabolite from its MS/MS spectrum given a set of candidate molecules, and proposes a unified framework encompassing recent approaches based on representation alignment and contrastive learning.

Paul Krzakala, G. Melo, C. Lançon et al. · 2 citations
#machine learning Preprint Sep 2026

Graph Matching Relaxations and Amortization for Supervised Graph Prediction

This work proposes to amortize the graph matching (node alignment) problem and showcases the efficiency of this approach on toy and real world SGP problems of increasing complexity including a novel Mass-spectra to Scaffold task that is introduced.

F. Méndez, Paul Krzakala, Gabriel Melo et al. · 0 citations

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