news

A list of the most recent lab updates, publications, and announcements.

Lab at FENS 2026: DECAG and NeuroPSM

Our lab is at FENS 2026 this week! Caterina Fuses presents DECAG, a deep generative model for inferring somatic CAG-repeat expansion from single-cell RNA-seq in Huntington’s disease, and Berta Ros & David Bonet present NeuroPSM, a transformer-based model for predicting neural responses to optogenetic photostimulation. Proud of both teams!

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Paper accepted at ECCB 2026: ARGformer

The paper “ARGformer: learning on ancestral recombination graphs with transformers” by David Bonet (lab) has been accepted for presentation at ECCB 2026 🎉 and will appear in Bioinformatics (OUP). Congratulations David!

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Riccardo's PhD secondment

Riccardo Smeriglio, a PhD student from Politecnico di Torino (Smilies lab), has started a PhD secondment in our lab in April 2026. He will be working on admixture mapping analysis of UK Biobank and All of Us data. Welcome, Riccardo!

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Gabriel Peytral joins as an ERASMUS+ secondment

Gabriel Peytral is joining our lab as part of an ERASMUS+ secondment until August. He will participate in a collaboration with Jordi Bonaventura’s lab, working on the integration of photometry and behavior data. Welcome, Gabriel!

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Launch of VISI-ON-BRAIN

We’re delighted to announce the launch of VISI-ON-BRAIN, a €4.5 million Horizon Europe doctoral network. This network aims to advance human-relevant neuroscience tools beyond animal models. In our case, we will soon be looking for a PhD candidate to work on Multimodal Deep Learning for Neurodevelopmental Modelling!

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ICASSP 2026 paper accepted

Our paper on the integration of single-cell calcium imaging data has been accepted to ICASSP 2026, which will take place this year in Barcelona. This work was brilliantly led by Berta Ros, a PhD student in our lab.

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Welcome David Bonet

We welcome David Bonet, who joins the lab as a PhD student co-supervised by Alex Ioannidis (Stanford University)!

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Berta Ros receives FI-STEP fellowship

Congratulations to Berta Ros, a recent master’s student in our lab, for receiving the FI-STEP fellowship to pursue her PhD. Berta will develop deep generative models for multimodal analysis of transcriptomic and functional data, with a focus on applications to neurodegenerative disease research such as HD.

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MLCB 2025 presentation accepted

Our paper on identifying genetic modifiers in Huntington’s disease using a multimodal phenotype prediction model has been accepted for presentation at MLCB 2025. The work will be published in PMLR later this year, and Caterina F. will present our findings at the conference.

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MSCA Doctoral Network grant awarded

Our lab, in collaboration with the Canals, del Toro, and Giralt labs at the Universitat de Barcelona, along with other European institutions, has been awarded a prestigious MSCA Doctoral Network grant. This funding will support cutting-edge research and training opportunities for the next generation of scientists at the intersection of neuroscience and machine learning.

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