Author

Sophia Lambert

Institut de Biologie de l'École Normale SupérieureORCID 0000-0001-8914-602XUnclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

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Evolutionary Biology· 1

Signature Assays, Organisms & Methods

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Research Focus:benchmarking· 1 Research Focus:clustering· 1 Approach:deep learning· 1 Research Focus:gene regulatory network inference· 1 Approach:graph neural network· 1

Frequent Co-Authors

Amélie LeroyiD· 1 shared Florian HartigiD· 1 shared Hélène MorloniD· 1 shared Ismaël LajaaitiiD· 1 shared Jakub VoznicaiD· 1 shared Laurent JacobiD· 1 shared Maximilian PichleriD· 1 shared

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2025-2025 · peak 1/yr

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7 top collaborators · 21 mutual co-author links

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1 shared paperEvolutionary Biology

Amélie LeroyORCID

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1 paper

Recent·Most cited

Evolutionary BiologybioRxivPreprintAug 14, 2025

Graph Neural Networks for Likelihood-Free Inference in Diversification Models

Amélie Leroy, Ismaël Lajaaiti, Sophia Lambert…·Laurent Jacob

This paper shows that graph neural networks with a new pooling method can accurately estimate diversification parameters in complex models where likelihoods are intractable.

2 citations

deep learninggraph neural network

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