Computational

[Preprint] Mapping of Subjective Accounts into Interpreted Clusters (MOSAIC): Topic Modelling and LLM applied to Stroboscopic Phenomenology

ComputationalExperimentalJournal Paper
Romy Beauté, David J. Schwartzman, Guillaume Dumas, Jennifer Crook, Fiona Macpherson, Adam B. Barrett, Anil K. Seth
ArXiv
Publication year: 2025

[Preprint] Towards Multi-Brain Decoding in Autism: A Self-Supervised Learning Approach

ComputationalExperimentalJournal Paper
Ghazaleh Ranjabaran, Quentin Moreau, Adrien Dubois, Guillaume Dumas
BioRxiv
Publication year: 2025

[Preprint] Attention Schema in Neural Agents

ComputationalJournal Paper
Dianbo Liu, Samuele Bolotta, He Zhu, Yoshua Bengio, Guillaume Dumas
Arxiv
Publication year: 2023

Collective Decision Making by Embodied Neural Agents

ComputationalJournal Paper
N. Coucke, M. K. Heinrich, A. Cleeremans, M. Dorigo, G. Dumas
Publication year: 2025

Grokking Beyond the Euclidean Norm of Model Parameters

ComputationalJournal Paper
Tikeng Notsawo Pascal Junior, Guillaume Dumas, Guillaume Rabusseau
ICLR 2025 Workshop on Sparsity in LLMs (SLLM)
Publication year: 2025

Predicting Grokking Long Before it Happens: A look into the loss landscape of models which grok

ComputationalJournal Paper
Pascal Notsawo Jr, Hattie Zhou, Mohammad Pezeshki, Irina Rish, Guillaume Dumas
ICLR 2024 Workshop on Mathematical and Empirical Understanding of Foundation Models (ME-FoMo)
Publication year: 2024

General-Purpose Brain Foundation Models for Time-Series Neuroimaging Data

ComputationalJournal Paper
M. Javad Darvishi Bayazi, H. Ghonia, R. Riachi, B. Aristimunha, A. Khorasani, Md R. Arefin, A. Darabi, G. Dumas, I. Rish
NeurIPS 2024 Workshop TSALM
Publication year: 2024

Arbitrary methodological decisions skew inter-brain synchronization estimates in hyperscanning-EEG studies

ComputationalExperimentalJournal Paper
Marius Zimmermann, Kathrine Schultz-Nielsen, Guillaume Dumas, Ivana Konvalinka
Imaging Neuroscience
Publication year: 2024

Dynamics of scientific research on mirror neurons

ComputationalExperimentalReview
Hugo Peyre, Alexandre Yailian, Guillaume Dumas, Christophe Gauld
Neuropsychiatrie de l'Enfance et de l'Adolescence
Publication year: 2024

Sources of Richness and Ineffability for Phenomenally Conscious States

ComputationalJournal PaperOpinion/Perspectives
X. Ji, E. Elmoznino, G. Deane, A. Constant, G. Dumas, G. Lajoie, J. Simon, Y. Bengio
Neuroscience of Consciousness
Publication year: 2023

Effective Latent Differential Equation Models via Attention and Multiple Shooting

ComputationalJournal Paper
Germán Abrevaya, Mahta Ramezanian-Panahi, Jean-Christophe Gagnon-Audet, Irina Rish, Pablo Polosecki, Silvina Ponce Dawson, Guillermo Cecchi, Guillaume Dumas
Transactions on Machine Learning Research
Publication year: 2024

The «jingle-jangle fallacy» of empathy: Delineating affective, cognitive and motor components of empathy from behavioral synchrony using a virtual agent

ComputationalExperimentalJournal Paper
Julia Ayache, Guillaume Dumas, Alexander Sumich, Daria J Kuss, Darren Rhodes, Nadja Heym
Personality and Individual Differences
Publication year: 2024

It takes a village: A multi-brain approach to studying multigenerational family communication

ComputationalJournal PaperReview
Suzanne Dikker, Natalie H. Brito, Guillaume Dumas
Developmental Cognitive Neuroscience
Publication year: 2024

WOODS: Benchmarks for Out-of-Distribution Generalization in Time Series Tasks

ComputationalJournal Paper
J-C. Gagnon-Audet, K. Ahuja, M-J. Darvishi-Bayazi, G. Dumas, I. Rish
TMLR
Publication year: 2022

A Novel Model for Novelty: Modeling the Emergence of Innovation from Cumulative Culture

Book/ChapterComputationalOpinion/Perspectives
Natalie Kastel, Guillaume Dumas
Active Inference
Publication year: 2023

PyNM: a Lightweight Python implementation of Normative Modeling

ComputationalJournal Paper
A. Harvey, G. Dumas
JOSS
Publication year: 2022

Multilevel Development of Cognitive Abilities in an Artificial Neural Network

ComputationalJournal Paper
Konstantin Volzhenin, Jean-Pierre Changeux, Guillaume Dumas
PNAS
Publication year: 2022

A neurodynamic model of inter-brain coupling in the gamma band

ComputationalJournal Paper
Q. Moreau, L. Adel, C. Douglas, G. Ranjbaran, G. Dumas
Journal of Neurophysiology
Publication year: 2022

Generative Models of Brain Dynamics — A review

ComputationalExperimentalJournal PaperReview
M. Ramezanian Panahi, G. Abrevaya, J-C. Gagnon-Audet, V. Voleti, I. Rish, G. Dumas
Front. Artif. Intell.
Publication year: 2022

Social Neuro AI: Social Interaction as the "dark matter" of AI

ComputationalJournal PaperOpinion/Perspectives
S. Bolotta, G. Dumas
Frontiers in Computer Science
Publication year: 2022

Symptom network analysis of the sleep disorders diagnostic criteria based on the clinical text of the ICSD-3

ComputationalJournal Paper
C. Gauld, R. Lopez, C. Morin, P.A. Geoffroy, J. Maquet, P. Desvergnes, A. McGonigal, Y. Dauvilliers, P. Philip, G. Dumas, J-A. Micoulaud-Franchi
Journal of Sleep Research
Publication year: 2022

From generative models to generative passages: A computational approach to (neuro)phenomenology

ComputationalOpinion/Perspectives
M.J.D. Ramstead, C. Hesp, L. Sandved-Smith, J. Mago, M. Lifshitz, G. Pagnoni, R. Smith, G. Dumas, A. Lutz, K. Friston, A. Constant
Review of Philosophy and Psychology
Publication year: 2021

The meaning of significant mean group differences for biomarker discovery

ComputationalExperimentalJournal Paper
E. Loth, J. Ahmad, C. Chatham, B. Lopez, B. Carter, D. Crawley, B. Oakley, H. Hayward, J. Cooke, A. San Jose Caceres, D. Bzdok, E. Jones, T. Charman, T. Bourgeron, R. Toro, J. Buitelaar, D. Murphy, G. Dumas
PLoS Computational Biology
Publication year: 2021

Why do sleep disorders belong to mental disorder classifications? A network analysis of the “Sleep-Wake Disorders” section of the DSM-5

ComputationalJournal Paper
C. Gauld, R. Lopez, C. Morin, M. Julien, A. Mcgonigal, P.A. Geoffroy, E. Fakra, P. Philip, G. Dumas, J-A. Micoulaud-Franchi
Journal of Psychiatric Research
Publication year: 2021

Learning Brain Dynamics with Coupled Low-Dimensional Nonlinear Oscillators and Deep Recurrent Networks

ComputationalJournal Paper
Germán Abrevaya, Guillaume Dumas, Aleksandr Y. Aravkin, Peng Zheng, Jean-Christophe Gagnon-Audet, James Kozloski, Pablo Polosecki, Guillaume Lajoie, David Cox, Silvina Ponce Dawson, Guillermo Cecchi, Irina Rish
Neural Computation
Publication year: 2021

Systematic detection of brain protein-coding genes under positive selection during primate evolution and their roles in cognition

ComputationalJournal Paper
Guillaume Dumas, Simon Malesys, Thomas Bourgeron
Genome Research
Publication year: 2021

Personalized Medicine for OSA Syndrome in a Nutshell: Conceptual Clarification for Integration

ComputationalJournal PaperOpinion/Perspectives
Christophe Gauld, Marie Darrason, Guillaume Dumas, Jean-Arthur Micoulaud-Franchi
Chest
Publication year: 2021

Fractionating autism based on neuroanatomical normative modeling

ComputationalExperimentalJournal Paper
Mariam Zabihi, Dorothea L. Floris, Seyed Mostafa Kia, Thomas Wolfers, Julian Tillmann, Alberto Llera Arenas, Carolin Moessnang, Tobias Banaschewski, Rosemary Holt, Simon Baron-Cohen, Eva Loth, Tony Charman, Thomas Bourgeron, Declan Murphy, Christine Ecker, Jan K. Buitelaar, Christian F. Beckmann, Andre Marquand, The EU-AIMS LEAP Group
Translational Psychiatry
Publication year: 2020

The three cultures of computational psychiatry

ComputationalJournal PaperOpinion/Perspectives
Christophe Gauld, Guillaume Dumas, Éric Fakra, Jérémie Mattout, Jean-ArthurMicoulaud-Franchi
AMPSY
Publication year: 2020

Interactive Psychometrics for Autism with the Human Dynamic Clamp: Interpersonal Synchrony from Sensory-motor to Socio-cognitive Domains

ComputationalExperimentalJournal Paper
Florence Baillin, Aline Lefebvre, Amandine Pedoux, Yann Beauxis, Denis Engemann, Anna Maruani, Frédérique Amsellem, Thomas Bourgeron, Richard Delorme, Guillaume Dumas
Frontiers in Psychiatry
Publication year: 2019

From machine learning to student learning: pedagogical challenges for psychiatry

ComputationalOpinion/Perspectives
Christophe Gauld, Jean-Arthur Micoulaud-Franchi, Guillaume Dumas
Psychological Medicine
Publication year: 2020

HyPyP: a Hyperscanning Python Pipeline for inter-brain connectivity analysis

ComputationalExperimentalJournal Paper
Anaël Ayrolles, Florence Brun, Phoebe Chen, Amir Djalovski, Yann Beauxis, Richard Delorme, Thomas Bourgeron, Suzanne Dikker, Guillaume Dumas
Social Cognitive and Affective Neuroscience
Publication year: 2020

Dark Control: A Unified Account of Default Mode Function by Control Theory and Reinforcement Learning

ComputationalExperimentalJournal Paper
Elvis Dohmatob, Guillaume Dumas, Danilo Bzdok
HBM
Publication year: 2020

Alpha Waves as a Neuromarker of Autism Spectrum Disorder: The Challenge of Reproducibility and Heterogeneity

ComputationalExperimentalJournal Paper
Aline Lefebvre, Richard Delorme, Catherine Delanoë, Frederique Amsellem, Anita Beggiato, David Germanaud, Thomas Bourgeron, Roberto Toro, Guillaume Dumas
Front. Neurosci. 12:662. doi: 10.3389/fnins.2018.00662
Publication year: 2018

Experimenting with reproducibility in bioinformatics

ComputationalJournal Paper
Yang-Min Kim, Jean-Baptiste Poline, Guillaume Dumas
GigaScience, Volume 7, Issue 7, 1 July 2018, giy077
Publication year: 2018

The Human Dynamic Clamp: A Probe for Coordination Across Neural, Behavioral, and Social Scales

Book/ChapterComputationalExperimental
Guillaume Dumas, Aline Lefebvre, Mengsen Zhang, Emmanuelle Tognoli, J.A. Scott Kelso (2015)
In: Müller S., Plath P., Radons G., Fuchs A. (eds) Complexity and Synergetics. Springer, Cham
Publication year: 2017

A roadmap to computational social neuroscience

ComputationalJournal PaperOpinion/Perspectives
Emmanuelle Tognoli, Guillaume Dumas, J.A. Scott Kelso (2017)
Cognitive Neurodynamics,
Publication year: 2017

The Virtual Teacher (VT) Paradigm: Learning New Patterns of Interpersonal Coordination Using the Human Dynamic Clamp

ComputationalExperimentalJournal Paper
Viviane Kostrubiec, Guillaume Dumas, Pier-Giorgio Zanone, J. A. Scott Kelso
PLoS ONE 10(11): e0142029. doi:10.1371/journal.pone.0142029
Publication year: 2015

A Roadmap to Computational Social Neuroscience

ComputationalOpinion/PerspectivesPoster/Conference
Emmanuelle Tognoli, Guillaume Dumas, J.A. Scott Kelso (2015)
5th International Conference on Cognitive Neurodynamics, Sanya, China, June 3-7, 2015
Publication year: 2015

Automatic Measure of Imitation during Social Interaction: a Behavioral and Hyperscanning-EEG Benchmark

ComputationalExperimentalJournal Paper
Emilie Delaherche*, Guillaume Dumas*, Jacqueline Nadel, Mohamed Chetouani (2014)
Pattern Recognition Letters, doi:10.1016/j.patrec.2014.09.002
Publication year: 2014

The Human Dynamic Clamp as a Paradigm for Social Interaction

ComputationalExperimentalJournal Paper
Guillaume Dumas, Gonzalo de Guzman, Emmanuelle Tognoli, J.A Scott Kelso (2014)
Proceedings of the National Academy of Sciences, 111-35, E3726-E3734
Publication year: 2014

Probing self~other coordination dynamics with the human dynamic clamp

ComputationalExperimentalPoster/Conference
Guillaume Dumas, Emmanuelle Tognoli, J.A. Scott Kelso (2014)
Society for Neuroscience, Washington, D.C., USA
Publication year: 2014

Bridging neural, behavioral and social coordination dynamics using the human dynamic clamp

ComputationalExperimentalPoster/Conference
J.A Scott Kelso, Guillaume Dumas, Emmanuelle Tognoli, Gonzalo de Guzman (2013)
Society for Neuroscience, San Diego, California, USA
Publication year: 2013

“Are you messing with me?” Probing the neural dynamics of intention attribution to a virtual partner using the human dynamic clamp

ComputationalExperimentalPoster/Conference
Guillaume Dumas, Emmanuelle Tognoli, Gonzalo De Guzman, J.A. Scott Kelso (2013)
Society for Neuroscience, San Diego, California, USA
Publication year: 2013

Anatomical Connectivity Influences both Intra- and Inter-Brain Synchronizations

ComputationalJournal Paper
Guillaume Dumas, Mario Chavez, Jacqueline Nadel, Jacques Martinerie (2012)
PLoS ONE 7(5): e36414. doi:10.1371/journal.pone.0036414
Publication year: 2012

Neural dynamics of synchronous imitative interaction

Book/ChapterComputationalExperimentalReview
Guillaume Dumas
PhD Thesis Guillaume dumas
Publication year: 2010

Entangled brains: toward an enactive approach of social cognition through hyperscanning (2010)

ComputationalPoster/Conference
Guillaume Dumas, Jacques Martinerie, Jacqueline Nadel, Robert Soussignan, Mario Chavez, Line Garnero
16th Annual Meeting of the Organization for Human Brain Mapping
Publication year: 2010