Faculty profile
Aaron Courville
Back to facultyThis profile is built from public research funding records (CIHR, NSERC and SSHRC) and PubMed. We have not imported them from a Université de Montréal directory, so their courses and email address may be missing. Find their university profile.
Research
Latest papers
A Benchmark for Endoluminal Scene Segmentation of Colonoscopy Images.
Journal of healthcare engineering · 2017 · senior author
Scaling up spike-and-slab models for unsupervised feature learning.
IEEE transactions on pattern analysis and machine intelligence · 2013
Representation learning: a review and new perspectives.
IEEE transactions on pattern analysis and machine intelligence · 2013
Latest funding
- $71,000
Promoting systematic generalization in vision-and-language foundation models
NSERC · 2024 · Principal investigator
- $209,607
A Holistic Assessment Approach to Support Teachers in Inclusive Classrooms
SSHRC · 2023 · Co-investigator
- $7,771,929
Abundant Intelligences: Expanding Artificial Intelligence through Indigenous Knowledge Systems
SSHRC · 2022 · Co-investigator
4 publications.
A Benchmark for Endoluminal Scene Segmentation of Colonoscopy Images.
Vázquez D, Bernal J, Sánchez FJ, Fernández-Esparrach G, López AM, Romero A, Drozdzal M, Courville A
Scaling up spike-and-slab models for unsupervised feature learning.
Goodfellow IJ, Courville A, Bengio Y
Representation learning: a review and new perspectives.
Bengio Y, Courville A, Vincent P
A bistable computational model of recurring epileptiform activity as observed in rodent slice preparations.
Vincent RD, Courville A, Pineau J
Promoting systematic generalization in vision-and-language foundation models
Principal investigators: Courville, Aaron
Keywords: machine learning; deep learning; neural networks; large language models (llms); foundational models; vision language models; reinforcement learning; systematic generalization; robustness and safety; planning and inference
A Holistic Assessment Approach to Support Teachers in Inclusive Classrooms
Principal investigators: Montgomery, Diane
Keywords: assessment; inclusive education; IEP; special education; accommodations; holistic; profile
Abundant Intelligences: Expanding Artificial Intelligence through Indigenous Knowledge Systems
Principal investigators: Lewis, Jason
Partnership for Abundant Intelligences
Keywords: Indigenous research; Indigenous epistemologies; Indigenous knowledges; artificial intelligence; computational practice; cultural knowledge
Learning representations that generalize systematically
Principal investigators: Courville, Aaron
Keywords: Deep Learning; Neural Networks; Out-of-distribution Generalization; Systematic Generalization; Iterated Learning
Extending the Frontiers of Deep Generative Modelling.
Principal investigators: Courville, Aaron
High-performance computing environment to leverage deep learning technology for large biomedical and neuroimaging data
Principal investigators: Bengio, Yoshua
Deep learning for cognitive computing
Principal investigators: Bengio, Yoshua
Adiabatic quantum computing for deep learning with boltzmann machines
Principal investigators: Bengio, Yoshua
Large-Scale Deep Learning for Content-Based Recommendation Systems
Principal investigators: Bengio, Yoshua
From CIHR, NSERC and SSHRC funding decisions: CIHR since 2008, NSERC since 1991 and SSHRC since 1998, including their latest published competition results.
Frequent collaborators
- Aaron Courville and Yoshua Bengio: 2 shared papers
- Joelle Pineau and Aaron Courville: 1 shared paper
- Department of Computer Science and Operations Research
- Informatique et recherche opérationnelle
- School of Computer Science
Co-authors at Université de Montréal, colored by department. Thicker lines mean more shared papers; select anyone to open their profile and their own map.
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