| 2024 |
Towards maintainable machine learning development through continual and modular learning |
Ostapenko, Oleksiy |
Charlin, Laurent |
| 2024 |
Self-play for human-agent communication |
Gupta, Abhinav |
Pal, Christopher |
| 2024 |
Génération de données synthétiques pour l'adaptation hors-domaine non-supervisée en réponse aux questions : méthodes basées sur des règles contre réseaux de neurones |
Duran, Juan Felipe |
Langlais, Philippe |
| 2024 |
Exploring multivariate adaptations of the Lag-Llama univariate time series forecasting approach |
Khorasani, Arian |
Rish, Irina |
| 2024 |
Dynamic capacities and priorities in stable matching |
Bobbio, Federico |
Carvalho, Margarida |
| 2024 |
Building intuitive reinforcement learning algorithms |
D'Oro, Pierluca |
Gendron-Bellemare, Marc; Bacon, Pierre-Luc |
| 2024 |
Evaluating approaches to solving proportional sentence analogies |
Blain-Montesano, Yves |
Langlais, Philippe |
| 2024 |
Towards human-AI co-creation for Hindustani music : modeling and interaction |
Shikarpur, Nithya |
Huang, Anna |
| 2024 |
Advancing adversarial robustness with feature desensitization and synthesized data |
Bayat, Reza |
Rish, Irina; Bashivan, Pouya |
| 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 |
Mobility anomaly detection with intelligent video surveillance |
Ebrahimi, Fatemeh |
Meunier, Jean |
| 2024 |
Leveraging foundation models towards semantic world representations for robotics |
Kuwajerwala, Alihusein |
Paull, Liam |
| 2024 |
Beyond the horizon : improved long-range sequence modeling, from dynamical systems to language |
Fathi, Mahan |
Bacon, Pierre-Luc |
| 2024 |
Enhancing agent learning through world dynamics modeling |
Sun, Zhiyuan |
Liu, Bang |
| 2024 |
Enhancing factuality and coverage in summarization via referencing key extracted content |
Belanger Albarran, Georges |
Pal, Christopher |
| 2024 |
Enhancing risk-based authentication with federated learning : introducing the F-RBA framework |
Fereidouni, Hamidreza |
Hafid, Abdelhakim |
| 2024 |
An exploration of approximation chains |
Marwah, Ashutosh Satyajit |
Dupont-Dupuis, Frédéric |
| 2024 |
Quotient Types in Typer |
Tan, James Juan Whei |
Monnier, Stefan |
| 2024 |
Identifying latent structures in data |
Lachapelle, Sébastien |
Lacoste-Julien, Simon |
| 2024 |
Strategic planning of intracity electric vehicle charging station locations with integrated advanced demand dynamics |
Lamontagne, Steven |
Carvalho, Margarida; Frejinger, Emma |
| 2024 |
Constrained optimization for machine learning : algorithms and applications |
Gallego-Posada, Jose |
Lacoste-Julien, Simon |
| 2024 |
Dichotomy(?) of fairness and efficiency |
Sukumaran, Rohan |
Farnadi, Golnoosh |
| 2024 |
Towards efficient and effective preference alignment for large language models |
Thakkar, Megh Vipul |
Anbil Parthipan, Sarath Chandar
|
| 2024 |
Performative prediction : expanding theoretical horizons |
Mofakhami, Mehrnaz |
Gidel, Gauthier; Mitliagkas, Ioannis |
| 2024 |
Embedding cultural diversity in prototype-based recommender systems |
Moradi, Armin |
Farnadi, Golnoosh |
| 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, Pierre-Louis; Lajoie, Guillaume |
| 2023 |
Learning and planning with noise in optimization and reinforcement learning |
Thomas, Valentin |
Bengio, Yoshua; Le Roux, Nicolas |
| 2023 |
Computational modeling and design of nonlinear mechanical systems and materials |
Tang, Pengbin |
Thomaszewski, Bernhard |
| 2023 |
Reasoning with structure : graph neural networks algorithms and applications |
Deac, Andreea-Ioana |
Tang, Jian |
| 2023 |
Toward trustworthy deep learning : out-of-distribution generalization and few-shot learning |
Gagnon-Audet, Jean-Christophe |
Dumas, Guillaume; Rish, Irina |
| 2023 |
Toward causal representation and structure learning |
Mansouri Tehrani, Sayed Mohammadamin |
Rish, Irina |
| 2023 |
Few-shot prompt learning for automating model completion |
Ben-Chaaben, Meriem |
Sahraoui, Houari |
| 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 |
Entanglement-assisted communication complexity and nonlocal games |
Lalonde, Olivier |
Brassard, Gilles; Dupuis, Frédéric |
| 2023 |
Towards privacy-preserving and fairness-enhanced item ranking in recommender systems |
Sun, Jia Ao |
Aïmeur, Esma; Farnadi, Golnoosh |
| 2023 |
Learned interpreters : structural and learned systematicity in neural networks for program execution |
Bieber, David |
Larochelle, Hugo; Tarlow, Daniel |
| 2023 |
On choice models in the context of MDPs |
Mohammadpour, Sobhan |
Frejinger, Emma; Bacon, Pierre-Luc |
| 2023 |
Towards an extension of causal discovery with generative flow networks to latent variables models |
Manta, Dragos Cristian |
Bengio, Yoshua |
| 2023 |
Generative models : from data generation to representation learning |
Zhang, Ruixiang |
Paull, Liam; Bengio, Yoshua |
| 2023 |
Sequential decision modeling in uncertain conditions |
Kastner, Kyle |
Courville, Aaron |
| 2023 |
Automatic symbolic melody generation from lyrics |
Xie, Yifan |
Nie, Jian-Yun |
| 2023 |
Probability flows in deep learning |
Huang, Chin-Wei |
Courville, Aaron |
| 2023 |
Investigating intra and inter-subject performance with deep learning for gait on irregular surfaces |
Lam, Guillaume |
Dixon, Philippe |
| 2023 |
Domain-specific differencing and merging of models |
Zadahmad Jafarloiu, Manouchehr |
Syriani, Eugene |
| 2023 |
Sketch-based interactive shape deformation using shading isophotes |
Bolduc, Karl-Étienne |
Poulin, Pierre; Bessmeltsev, Mikhail |
| 2023 |
Estimation de cartes d'énergie du bruit apériodique de la marche humaine avec une caméra de profondeur pour la détection de pathologies et modèles légers de détection d'objets saillants basés sur l'opposition de couleurs |
Ndayikengurukiye, Didier |
Mignotte, Max |
| 2023 |
On impact of mixing times in continual reinforcement learning |
Raparthy, Sharath Chandra |
Rish, Irina |
| 2023 |
Model-based hyperparameter optimization |
Crouther, Paul |
Bacon, Pierre-Luc |
| 2023 |
Towards combining deep learning and statistical relational learning for reasoning on graphs |
Qu, Meng |
Tang, Jian |