| 2024 |
Searching for Q* |
Piché, Alexandre |
Pal, Christopher |
| 2024 |
Towards maintainable machine learning development through continual and modular learning |
Ostapenko, Oleksiy |
Charlin, Laurent |
| 2024 |
Deep learning applications to climate change mitigation |
Schmidt, Victor |
Bengio, Yoshua |
| 2024 |
Parameter, experience, and compute efficient deep reinforcement learning |
Nikishin, Evgenii |
Bacon, Pierre-Luc; Courville, Aaron |
| 2024 |
An exploration of approximation chains |
Marwah, Ashutosh Satyajit |
Dupont-Dupuis, Frédéric |
| 2024 |
Sur la génération d'exemples pour réduire le coût d'annotation |
Piedboeuf, Frédéric |
Langlais, Philippe |
| 2024 |
The equivalence of contrastive learning and graph convolution in collaborative filtering |
Wu, Yihong |
Nie, Jian-Yun |
| 2024 |
Dynamic capacities and priorities in stable matching |
Bobbio, Federico |
Carvalho, Margarida |
| 2024 |
On PI controllers for updating lagrange multipliers in constrained optimization |
Sohrabi, Motahareh |
Lacoste-Julien, Simon |
| 2024 |
HarmonyCo : développement d'une bibliothèque Python pour le calcul optimisé de la médiane de permutations |
Rabah, Ahmed Imed Eddine |
Hamel, Sylvie |
| 2024 |
Mobility anomaly detection with intelligent video surveillance |
Ebrahimi, Fatemeh |
Meunier, Jean |
| 2024 |
Geometric-aware models for protein design |
Wang, Chuanrui |
Tang, Jian |
| 2024 |
The shifting landscape of data : learning to tame distributional shifts |
Ibrahim, Adam |
Mitliagkas, Ioannis; Rish, Irina |
| 2024 |
Leveraging foundation models towards semantic world representations for robotics |
Kuwajerwala, Alihusein |
Paull, Liam |
| 2023 |
Traitement automatique du langage naturel pour les textes juridiques : prédiction de verdict et exploitation de connaissances du domaine |
Salaün, Olivier |
Langlais, Philippe |
| 2023 |
Learning and planning with noise in optimization and reinforcement learning |
Thomas, Valentin |
Bengio, Yoshua; Le Roux, Nicolas |
| 2023 |
On impact of mixing times in continual reinforcement learning |
Raparthy, Sharath Chandra |
Rish, Irina |
| 2023 |
Représentations géométriques de détails fins pour la simulation d’éclairage |
Tamisier, Elsa |
Poulin, Pierre; Meneveaux, Daniel |
| 2023 |
Emergence of language-like latents in deep neural networks |
Lu, Yuchen |
Courville, Aaron |
| 2023 |
A multi-agent nudge-based approach for disclosure mitigation online |
Ben Salem, Rim |
Aïmeur, Esma |
| 2023 |
Differentiable best response shaping |
Aghajohari, Milad |
Courville, Aaron |
| 2023 |
Efficient reformulations for deterministic and choice-based network design problems |
Legault, Robin |
Frejinger, Emma; Côté, Jean-François |
| 2023 |
Entanglement-assisted communication complexity and nonlocal games |
Lalonde, Olivier |
Brassard, Gilles; Dupuis, Frédéric |
| 2023 |
Towards combining deep learning and statistical relational learning for reasoning on graphs |
Qu, Meng |
Tang, Jian |
| 2023 |
Apprentissage de descripteurs locaux pour l’amélioration des systèmes de SLAM visuel |
Luttun, Johan |
Roy, Sébastien |
| 2023 |
Probability flows in deep learning |
Huang, Chin-Wei |
Courville, Aaron |
| 2023 |
Towards an extension of causal discovery with generative flow networks to latent variables models |
Manta, Dragos Cristian |
Bengio, Yoshua |
| 2023 |
Methods for solving combinatorial pricing problems |
Bui, Quang Minh |
Carvalho, Margarida |
| 2023 |
ZeroAbuse, a serious game to prevent child maltreatment |
Cevallos, Lissethy |
Aïmeur, Esma |
| 2023 |
Parameter-efficient modeling and robust automatic evaluation of image captioning |
Ahmadi, Saba |
Agrawal, Aishwarya |
| 2023 |
AI-based modeling of brain and behavior : combining neuroimaging, imitation learning and video games |
Kemtur, Anirudha |
Bellec, Pierre-Louis
; Jerbi, Karim |
| 2023 |
Few-shot prompt learning for automating model completion |
Ben-Chaaben, Meriem |
Sahraoui, Houari |
| 2023 |
Toward causal representation and structure learning |
Mansouri Tehrani, Sayed Mohammadamin |
Rish, Irina |
| 2023 |
Détection de tableaux dans des documents : une étude de TableBank |
Yockell, Eugénie |
Langlais, Philippe |
| 2023 |
Low-resource suicide ideation and depression detection with multitask learning and large language models |
Breau, Pierre-William |
Liu, Bang; Nie, Jian-Yun |
| 2023 |
Model-based hyperparameter optimization |
Crouther, Paul |
Bacon, Pierre-Luc |
| 2023 |
An exploratory study of decision-focused learning for mutli-commodity network design in transportation |
Sugiarta, Wisang |
Frejinger, Emma |
| 2023 |
On choice models in the context of MDPs |
Mohammadpour, Sobhan |
Frejinger, Emma; Bacon, Pierre-Luc |
| 2023 |
Towards the reduction of greenhouse gas emissions : models and algorithms for ridesharing and carbon capture and storage |
Homsi, Gabriel |
Jena, Sanjay Dominik |
| 2023 |
Sur l’application de la structure de graphes pour le calcul automatique de nombres de reproduction dans les modèles à compartiments déterministes |
Simard, Alexandre |
Rish, Irina; Bélair, Jacques |
| 2023 |
Automatic symbolic melody generation from lyrics |
Xie, Yifan |
Nie, Jian-Yun |
| 2023 |
Finer grained evaluation methods for better understanding of deep neural network representations |
Bordes, Florian |
Vincent, Pascal |
| 2023 |
Conditional generative modeling for images, 3D animations, and video |
Voleti, Vikram |
Pal, Christopher |
| 2023 |
Méthodes d'évaluation en extraction d'information ouverte |
Lamarche, Fabrice |
Langlais, Philippe |
| 2023 |
AI for molecule discovery with multi-modal knowledge |
Liu, Shengchao |
Tang, Jian |
| 2023 |
Contextual cues for deep learning models of code |
Shrivastava, Disha |
Larochelle, Hugo; Tarlow, Daniel |
| 2023 |
Apprentissage de stratégies de calcul adaptatives pour les réseaux neuronaux profonds |
Kamanda, Aton |
Sahraoui, Houari |
| 2023 |
Vers la mitigation des biais en traitement neuronal des langues |
Le Berre, Guillaume |
Langlais, Philippe; Cerisara, Christophe |
| 2023 |
Weak core solution for the non-transferable utility kidney exchange game |
Collette, Raphaël |
Carvalho, Margarida |
| 2023 |
Sur l'élaboration de meilleures techniques pour l'apprentissage auto-supervisé des représentations du code |
Maes, Lucas |
Sahraoui, Houari |