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Research
Research Areas
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Research Networks
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Publications
9 of 32
2024
Seeking Interpretability and Explainability in Binary Activated Neural Networks
Benjamin Leblanc, Pascal Germain
Benjamin Leblanc, Pascal Germain
Chapitre de livre
Book chapter
2021
Target to Source Coordinate-Wise Adaptation of Pre-trained Models
Germain P.
Germain P.
Machine Learning and Knowledge Discovery in Databases
Document de conférence
Conference paper
2021
Landmark-Based Ensemble Learning with Random Fourier Features and Gradient Boosting
Germain P.
Germain P.
Machine Learning and Knowledge Discovery in Databases
Document de conférence
Conference paper
2020
PAC-Bayesian Contrastive Unsupervised Representation Learning
Germain P.
Germain P.
36th Conference on Uncertainty in Artificial Intelligence (UAI)
Document de conférence
Conference paper
2020
PAC-Bayes and domain adaptation
Germain P., Habrard A., Laviolette F., Morvant E.
Germain P., Habrard A., Laviolette F., Morvant E.
Neurocomputing
Article de revue
Journal article
2020
Pseudo-Bayesian learning with kernel Fourier transform as prior
Letarte G., Morvant E., Germain P.
Letarte G., Morvant E., Germain P.
AISTATS 2019 - 22nd International Conference on Artificial Intelligence and Statistics
Document de conférence
Conference paper
2020
Improved PAC-Bayesian Bounds for Linear Regression
Germain P.
Germain P.
Proceedings of the AAAI Conference on Artificial Intelligence
Document de conférence
Conference paper
2019
Dichotomize and generalize: PAC-Bayesian binary activated deep neural networks
Letarte G., Guedj B., Germain P., Laviolette F.
Letarte G., Guedj B., Germain P., Laviolette F.
Advances in Neural Information Processing Systems
Document de conférence
Conference paper
2019
Multiview Boosting by Controlling the Diversity and the Accuracy of View-specific Voters
Goyal A., Morvant E., Germain P., Amini M.-R.
Goyal A., Morvant E., Germain P., Amini M.-R.
Neurocomputing
Article de revue
Journal article
Ce champ ne comporte pas de données en ce moment.
Fields of interest
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Funded Research Projects
Present
Réutilisation efficace des modèles prédictifs à base d'ensemble d'arbres pour faire face à de nouvelles tâches de tarification
Programme: Accélération Québec (MITACS et gouvernement provincial)
Organisme(s) subventionnaire(s): MITACS Inc.
Program: Accélération Québec (MITACS et gouvernement provincial)
Granting organization(s): MITACS Inc.
Du 11 août 2025 au 10 juin 2026
From August 11, 2025 to June 10, 2026