Guillaume Dumas

Publication Activity (10 Years)

Years Active: 2009-2024
Publications (10 Years): 18

Top Topics

Biomarker Discovery

Generative Model

Social Interaction

Top Venues

Trans. Mach. Learn. Res.

Publications

Tommaso Tosato, Pascal Tikeng Notsawo Jr., Saskia Helbling, Irina Rish, Guillaume Dumas
Lost in Translation: The Algorithmic Gap Between LMs and the Brain. CoRR (2024)
Germán Abrevaya, Mahta Ramezanian-Panahi, Jean-Christophe Gagnon-Audet, Pablo Polosecki, Irina Rish, Silvina Ponce Dawson, Guillermo A. Cecchi, Guillaume Dumas
Effective Latent Differential Equation Models via Attention and Multiple Shooting. Trans. Mach. Learn. Res. 2024 (2024)
Dianbo Liu, Samuele Bolotta, He Zhu, Yoshua Bengio, Guillaume Dumas
Attention Schema in Neural Agents. CoRR (2023)
Jean-Christophe Gagnon-Audet, Kartik Ahuja, Mohammad-Javad Darvishi Bayazi, Pooneh Mousavi, Guillaume Dumas, Irina Rish
WOODS: Benchmarks for Out-of-Distribution Generalization in Time Series. Trans. Mach. Learn. Res. 2023 (2023)
Xu Ji, Eric Elmoznino, George Deane, Axel Constant, Guillaume Dumas, Guillaume Lajoie, Jonathan Simon, Yoshua Bengio
Sources of Richness and Ineffability for Phenomenally Conscious States. CoRR (2023)
Pascal Tikeng Notsawo Jr., Hattie Zhou, Mohammad Pezeshki, Irina Rish, Guillaume Dumas
Predicting Grokking Long Before it Happens: A look into the loss landscape of models which grok. CoRR (2023)
German Abrevaya, Mahta Ramezanian-Panahi, Jean-Christophe Gagnon-Audet, Irina Rish, Pablo Polosecki, Silvina Ponce Dawson, Guillermo A. Cecchi, Guillaume Dumas
GOKU-UI: Ubiquitous Inference through Attention and Multiple Shooting for Continuous-time Generative Models. CoRR (2023)
Jean-Christophe Gagnon-Audet, Kartik Ahuja, Mohammad-Javad Darvishi Bayazi, Guillaume Dumas, Irina Rish
WOODS: Benchmarks for Out-of-Distribution Generalization in Time Series Tasks. CoRR (2022)
Natalie Kastel, Guillaume Dumas
A Novel Model for Novelty: Modeling the Emergence of Innovation from Cumulative Culture. IWAI (2022)
Linoy Schwartz, Jonathan Levy, Yaara Endevelt-Shapira, Amir Djalovski, Olga Hayut, Guillaume Dumas, Ruth Feldman
Technologically-assisted communication attenuates inter-brain synchrony. NeuroImage 264 (2022)
Mahta Ramezanian-Panahi, German Abrevaya, Jean-Christophe Gagnon-Audet, Vikram Voleti, Irina Rish, Guillaume Dumas
Generative Models of Brain Dynamics. Frontiers Artif. Intell. 5 (2022)
Samuele Bolotta, Guillaume Dumas
Social Neuro AI: Social Interaction as the "Dark Matter" of AI. Frontiers Comput. Sci. 4 (2022)
Annabelle Harvey, Guillaume Dumas
PyNM: a Lightweight Python implementation of Normative Modeling. J. Open Source Softw. 7 (80) (2022)
Samuele Bolotta, Guillaume Dumas
Social Neuro AI: Social Interaction as the "dark matter" of AI. CoRR (2021)
German Abrevaya, Guillaume Dumas, Aleksandr Y. Aravkin, Peng Zheng, Jean-Christophe Gagnon-Audet, James R. Kozloski, Pablo Polosecki, Guillaume Lajoie, David D. Cox, Silvina Ponce Dawson, Guillermo A. Cecchi, Irina Rish
Learning Brain Dynamics With Coupled Low-Dimensional Nonlinear Oscillators and Deep Recurrent Networks. Neural Comput. 33 (8) (2021)
Amir Djalovski, Guillaume Dumas, Sivan Kinreich, Ruth Feldman
Human attachments shape interbrain synchrony toward efficient performance of social goals. NeuroImage 226 (2021)
Eva Loth, Jumana Ahmad, Chris Chatham, Beatriz López, Ben Carter, Daisy Crawley, Bethany Oakley, Hannah Hayward, Jennifer Cooke, Antonia San José Cáceres, Danilo Bzdok, Emily Jones, Tony Charman, Christian Beckmann, Thomas Bourgeron, Roberto Toro, Jan K. Buitelaar, Declan G. M. Murphy, Guillaume Dumas
The meaning of significant mean group differences for biomarker discovery. PLoS Comput. Biol. 17 (11) (2021)
Eugenio Maria Battaglia, Jie Mei, Guillaume Dumas
Systems of Global Governance in the Era of Human-Machine Convergence. CoRR (2018)
Emilie Delaherche, Guillaume Dumas, Jacqueline Nadel, Mohamed Chetouani
Automatic measure of imitation during social interaction: A behavioral and hyperscanning-EEG benchmark. Pattern Recognit. Lett. 66 (2015)
J. A. Scott Kelso, Emmanuelle Tognoli, Guillaume Dumas
Coordination dynamics: Bidirectional coupling between humans, machines and brains. SMC (2014)
J. A. Scott Kelso, Guillaume Dumas, Emmanuelle Tognoli
Outline of a general theory of behavior and brain coordination. Neural Networks 37 (2013)
Éric Colinet, Cedric Durand, Laurent Duraffourg, Patrick Audebert, Guillaume Dumas, Fabrice Casset, Eric Ollier, Pascal Ancey, Jean-François Carpentier, Lionel Buchaillot, Adrian M. Ionescu
Ultra-Sensitive Capacitive Detection Based on SGMOSFET Compatible With Front-End CMOS Process. IEEE J. Solid State Circuits 44 (1) (2009)