| 2025 |
A study of the role of entanglement in quantum kernel models |
Chikhar, Omar |
Rabusseau, Guillaume; Kourtis, Stefanos |
| 2025 |
Modélisation et analyse des données pour la simulation ferroviaire et la prévision des horaires en temps réel |
Côté, Hugo |
L'Écuyer, Pierre |
| 2025 |
Learning under constraints |
Misra, Diganta |
Rish, Irina |
| 2025 |
Learning equivalence hash functions |
Duchesneau, Mathieu |
Tapp, Alain |
| 2025 |
Nouvelle contraction algébrique appliquée au problème de tarification de réseau |
Hébert-Doutreloux, Julien |
Carvalho, Margarida; Frejinger, Emma |
| 2025 |
Technical methods for governing AI agents |
Chan, Alan |
Le Roux, Nicolas; Krueger, David |
| 2025 |
CyberPRIcards : un jeu sérieux pour la sensibilisation à la vie privée et l’intimité numérique |
Carrascal, Rafael |
Aïmeur, Esma |
| 2025 |
Data-driven large neighbourhood search for combinatorial optimization problems |
Robinson La Rocca, Charly |
Frejinger, Emma |
| 2025 |
Machine learning accelerated stochastic optimization and applications to railway operations |
Larsen, Eric |
Frejinger, Emma |
| 2025 |
Multi-contrast image-to-image translation for axon and myelin segmentation |
Katoch, Nishka |
Wolf, Guy; Cohen-Adad, Julien |
| 2025 |
La reconnaissance faciale par l’IA et par les humains : une étude comparative combinant réseaux de neurones artificiels et l'imagerie cérébrale |
Abdelhedi, Hamza |
Jerbi, Karim; Bakhtiari, Shahab |
| 2025 |
Strategic capacity planning and pricing : a choice-based approach |
Pinzon Ulloa, David Leonardo |
Frejinger, Emma |
| 2024 |
Beyond top line metrics : understanding the trade-off between model size and generalization properties |
Hooker, Sara |
Courville, Aaron; Larochelle, Hugo |
| 2024 |
Towards maintainable machine learning development through continual and modular learning |
Ostapenko, Oleksiy |
Charlin, Laurent |
| 2024 |
Metaheuristics for vehicle routing problems : new methods and performance analysis |
Guillen Reyes, Fernando Obed |
Potvin, Jean-Yves; Gendreau, Michel; Vidal, Thibaut |
| 2024 |
Strategic planning of intracity electric vehicle charging station locations with integrated advanced demand dynamics |
Lamontagne, Steven |
Carvalho, Margarida; Frejinger, Emma |
| 2024 |
Beyond the status quo in deep reinforcement learning |
Agarwal, Rishabh |
Courville, Aaron; Gendron-Bellemare, Marc |
| 2024 |
The shifting landscape of data : learning to tame distributional shifts |
Ibrahim, Adam |
Mitliagkas, Ioannis; Rish, Irina |
| 2024 |
Parameter, experience, and compute efficient deep reinforcement learning |
Nikishin, Evgenii |
Bacon, Pierre-Luc; Courville, Aaron |
| 2024 |
Promoting robustness and compositionality in machine learning with insights from cognitive bottlenecks |
Vani, Ankit |
Courville, Aaron |
| 2024 |
Enhancing factuality and coverage in summarization via referencing key extracted content |
Belanger Albarran, Georges |
Pal, Christopher |
| 2024 |
Towards human-AI co-creation for Hindustani music : modeling and interaction |
Shikarpur, Nithya |
Huang, Anna |
| 2024 |
Learning optimizers for communication-efficient distributed learning |
Joseph, Charles-Étienne |
Belilovsky, Eugene |
| 2024 |
Towards efficient large language models : training low-bitwidth variants and low-rank decomposition of pretrained models |
Vaidhya, Tejas |
Rish, Irina |
| 2024 |
Self-play for human-agent communication |
Gupta, Abhinav |
Pal, Christopher |
| 2024 |
Scalable and robust fog-computing design & dimensioning in dynamic, trustless smart cities |
Sanchez-Martinez, Ismael |
Hafid, Abdelhakim Senhaji; Gendreau, Michel |
| 2024 |
Beyond the horizon : improved long-range sequence modeling, from dynamical systems to language |
Fathi, Mahan |
Bacon, Pierre-Luc |
| 2024 |
Dynamic capacities and priorities in stable matching |
Bobbio, Federico |
Carvalho, Margarida |
| 2024 |
Evaluating approaches to solving proportional sentence analogies |
Blain-Montesano, Yves |
Langlais, Philippe |
| 2024 |
Embedding cultural diversity in prototype-based recommender systems |
Moradi, Armin |
Farnadi, Golnoosh |
| 2024 |
Quotient Types in Typer |
Tan, James Juan Whei |
Monnier, Stefan |
| 2024 |
Performative prediction : expanding theoretical horizons |
Mofakhami, Mehrnaz |
Gidel, Gauthier; Mitliagkas, Ioannis |
| 2024 |
Dichotomy(?) of fairness and efficiency |
Sukumaran, Rohan |
Farnadi, Golnoosh |
| 2024 |
Constrained optimization for machine learning : algorithms and applications |
Gallego-Posada, Jose |
Lacoste-Julien, Simon |
| 2024 |
An exploration of approximation chains |
Marwah, Ashutosh Satyajit |
Dupont-Dupuis, Frédéric |
| 2024 |
Mobility anomaly detection with intelligent video surveillance |
Ebrahimi, Fatemeh |
Meunier, Jean |
| 2024 |
Advancing adversarial robustness with feature desensitization and synthesized data |
Bayat, Reza |
Rish, Irina; Bashivan, Pouya |
| 2024 |
Towards efficient and effective preference alignment for large language models |
Thakkar, Megh Vipul |
Anbil Parthipan, Sarath Chandar
|
| 2024 |
Domain adaptation in reinforcement learning via causal representation learning |
Côté-Turcotte, Léa |
Bacon, Pierre-Luc |
| 2024 |
Intrinsic exploration for reinforcement learning beyond rewards |
Creus-Castanyer, Roger |
Berseth, Glen |
| 2024 |
Leveraging foundation models towards semantic world representations for robotics |
Kuwajerwala, Alihusein |
Paull, Liam |
| 2024 |
Enhancing risk-based authentication with federated learning : introducing the F-RBA framework |
Fereidouni, Hamidreza |
Hafid, Abdelhakim |
| 2024 |
FACTS-ON : Fighting Against Counterfeit Truths in Online social Networks : fake news, misinformation and disinformation |
Amri, Sabrine |
Aïmeur, Esma |
| 2024 |
Rule-based data augmentation for document-level medical concept extraction |
Shao, Qiwei |
Nie, Jian-Yun |
| 2024 |
A LiDAR and Camera Based Convolutional Neural Network for the Real-Time Identification of Walking Terrain |
Whipps, David |
Dixon, Philippe; Rish, Irina |
| 2024 |
Sur la génération d'exemples pour réduire le coût d'annotation |
Piedboeuf, Frédéric |
Langlais, Philippe |
| 2024 |
Modélisation de l'activité cérébrale mesurée par imagerie par résonance magnétique fonctionnelle dans une tâche de jeu vidéo par des modèles d'apprentissage profond |
Paugam, François |
Bellec, Lune; Lajoie, Guillaume |
| 2024 |
Distributed fog load balancing to support IoT applications : a reinforcement learning approach |
Ebrahim, Maad |
Hafid, Abdelhakim |
| 2024 |
Searching for Q* |
Piché, Alexandre |
Pal, Christopher |
| 2024 |
Self-supervision for reinforcement learning |
Anand, Ankesh |
Courville, Aaron |