Guillaume Dumas

Associate Professor, Université de Montréal

Joined

September 2022

Names

Guillaume Dumas (Preferred)

Emails

****@ppsp.team (Confirmed)

****@umontreal.ca (Confirmed)

****@centraliens.net (Confirmed)

****@gmail.com (Confirmed)

Personal Links

Career & Education History

Associate Professor

Université de Montréal (umontreal.ca)

2022 – Present

Assistant Professor

Université de Montréal (umontreal.ca)

2020 – 2022

Researcher

Institut Pasteur (pasteur.fr)

2015 – 2020

Postdoc

Institut Pasteur (pasteur.fr)

2014 – 2015

Postdoc

Florida Atlantic University (fau.edu)

2012 – 2014

Postdoc

Sorbonne Université - Faculté des Sciences (Paris VI) (upmc.fr)

2011 – 2012

PhD student

Sorbonne Université - Faculté des Sciences (Paris VI) (upmc.fr)

2008 – 2011

Advisors, Relations & Conflicts

Postdoc Advisor

Thomas Bourgeron

2014 – 2015

Postdoc Advisor

Scott Kelso

2012 – 2014

Expertise

Multi-Agent Reinforcement Learning

2021 – Present

Neuro-AI

2020 – Present

Human-Machine Interaction

2012 – Present

Publications

Grokking Beyond the Euclidean Norm of Model Parameters
Tikeng Notsawo Pascal Junior, Guillaume Dumas, Guillaume Rabusseau
- ICML 2025 poster
- Readers: Everyone
A Social Neuro-AI approach to Multi-Agent Reinforcement Learning
Zahra Sheikhbahaee, Juan David Vargas Mazuera, Samuele Bolotta, Adam Safron, Leonardo Christov-Moore, Nicco Reggente, Dianbo Liu, Guillaume Dumas
- NeurIPS 2023 MeltingPot contest workshop
- Readers: Everyone
General-Purpose Brain Foundation Models for Time-Series Neuroimaging Data
Mohammad Javad Darvishi Bayazi, Hena Ghonia, Roland Riachi, Bruno Aristimunha, Arian Khorasani, Md Rifat Arefin, Amin Darabi, Guillaume Dumas, Irina Rish
- NeurIPS 2024 TSALM Workshop
- Readers: Everyone
LLMs and Personalities: Inconsistencies Across Scales
Tosato Tommaso, Mahmood Hegazy, David Lemay, Mohammed Abukalam, Irina Rish, Guillaume Dumas
- NeurIPS 2024 Workshop on Behavioral ML
- Readers: Everyone
Scalable Approaches for a Theory of Many Minds
Maximilian Puelma Touzel, Amin Memarian, Matthew Riemer, Andrei Mircea, Andrew Robert Williams, Elin Ahlstrand, Lucas Lehnert, Rupali Bhati, Guillaume Dumas, Irina Rish
- Agentic Markets @ ICML'24 Poster
- Readers: Everyone
Lost in Translation: The Algorithmic Gap Between LMs and the Brain
Tosato Tommaso, Tikeng Notsawo Pascal Junior, Helbling Saskia, Irina Rish, Guillaume Dumas
- ICML 2024 Workshop on LLMs and Cognition Poster
- Readers: Everyone
Effective Latent Differential Equation Models via Attention and Multiple Shooting
Germán Abrevaya, Mahta Ramezanian-Panahi, Jean-Christophe Gagnon-Audet, Pablo Polosecki, Irina Rish, Silvina Ponce Dawson, Guillermo Cecchi, Guillaume Dumas
- DLDE III SpotlightTalk
- Readers: Everyone
Attention Schema in Neural Agents
Dianbo Liu, Samuele Bolotta, Mike He Zhu, Zahra Sheikhbahaee, Yoshua Bengio, Guillaume Dumas
- InfoCog@NeurIPS2023 Poster
- Readers: Everyone
Effective Latent Differential Equation Models via Attention and Multiple Shooting
Germán Abrevaya, Mahta Ramezanian-Panahi, Jean-Christophe Gagnon-Audet, Pablo Polosecki, Irina Rish, Silvina Ponce Dawson, Guillermo Cecchi, Guillaume Dumas
- Accepted by TMLR
- Readers: Everyone
WOODS: Benchmarks for Out-of-Distribution Generalization in Time Series
Jean-Christophe Gagnon-Audet, Kartik Ahuja, Mohammad Javad Darvishi Bayazi, Pooneh Mousavi, Guillaume Dumas, Irina Rish
- Accepted by TMLR
- Readers: Everyone

View all 27 publications

Co-Authors

View all 90 co-authors