| 2024-10 |
Beyond top line metrics : understanding the trade-off between model size and generalization properties |
Hooker, Sara |
Courville, Aaron; Larochelle, Hugo |
| 2024-09 |
The equivalence of contrastive learning and graph convolution in collaborative filtering |
Wu, Yihong |
Nie, Jian-Yun |
| 2024-09 |
Aligning language models to code : exploring efficient, temporal, and preference alignment for code generation |
Weyssow, Martin |
Sahraoui, Houari |
| 2024-09 |
Exploring multivariate adaptations of the Lag-Llama univariate time series forecasting approach |
Khorasani, Arian |
Rish, Irina |
| 2024-08 |
Enhancing agent learning through world dynamics modeling |
Sun, Zhiyuan |
Liu, Bang |
| 2024-08 |
On PI controllers for updating lagrange multipliers in constrained optimization |
Sohrabi, Motahareh |
Lacoste-Julien, Simon |
| 2024-08 |
Learning representations for reasoning : generalizing across diverse structures |
Zhu, Zhaocheng |
Tang, Jian |
| 2024-08 |
Parameter, experience, and compute efficient deep reinforcement learning |
Nikishin, Evgenii |
Bacon, Pierre-Luc; Courville, Aaron |
| 2024-08 |
Rule-based data augmentation for document-level medical concept extraction |
Shao, Qiwei |
Nie, Jian-Yun |
| 2024-07 |
Domain adaptation in reinforcement learning via causal representation learning |
Côté-Turcotte, Léa |
Bacon, Pierre-Luc |
| 2024-07 |
Learning optimizers for communication-efficient distributed learning |
Joseph, Charles-Étienne |
Belilovsky, Eugene |
| 2024-07 |
Advancing adversarial robustness with feature desensitization and synthesized data |
Bayat, Reza |
Rish, Irina; Bashivan, Pouya |
| 2024-07 |
Intrinsic exploration for reinforcement learning beyond rewards |
Creus-Castanyer, Roger |
Berseth, Glen |
| 2024-07 |
A LiDAR and Camera Based Convolutional Neural Network for the Real-Time Identification of Walking Terrain |
Whipps, David |
Dixon, Philippe; Rish, Irina |
| 2024-07 |
Performative prediction : expanding theoretical horizons |
Mofakhami, Mehrnaz |
Gidel, Gauthier; Mitliagkas, Ioannis |
| 2024-07 |
HarmonyCo : développement d'une bibliothèque Python pour le calcul optimisé de la médiane de permutations |
Rabah, Ahmed Imed Eddine |
Hamel, Sylvie |
| 2024-06 |
Leveraging foundation models towards semantic world representations for robotics |
Kuwajerwala, Alihusein |
Paull, Liam |
| 2024-06 |
Mobility anomaly detection with intelligent video surveillance |
Ebrahimi, Fatemeh |
Meunier, Jean |
| 2024-06 |
Promoting robustness and compositionality in machine learning with insights from cognitive bottlenecks |
Vani, Ankit |
Courville, Aaron |
| 2024-06 |
Constrained optimization for machine learning : algorithms and applications |
Gallego-Posada, Jose |
Lacoste-Julien, Simon |
| 2024-06 |
Distributed fog load balancing to support IoT applications : a reinforcement learning approach |
Ebrahim, Maad |
Hafid, Abdelhakim |
| 2024-05 |
Strategic planning of intracity electric vehicle charging station locations with integrated advanced demand dynamics |
Lamontagne, Steven |
Carvalho, Margarida; Frejinger, Emma |
| 2024-05 |
The shifting landscape of data : learning to tame distributional shifts |
Ibrahim, Adam |
Mitliagkas, Ioannis; Rish, Irina |
| 2024-05 |
Quotient Types in Typer |
Tan, James Juan Whei |
Monnier, Stefan |
| 2024-05 |
Beyond the status quo in deep reinforcement learning |
Agarwal, Rishabh |
Courville, Aaron; Bellemare, Marc |
| 2024-04 |
Searching for Q* |
Piché, Alexandre |
Pal, Christopher |
| 2024-04 |
Generative models, theory and applications |
Askari Hemmat, Reyhane |
Mitliagkas, Ioannis; Le Roux, Nicolas |
| 2024-04 |
Enhancing factuality and coverage in summarization via referencing key extracted content |
Belanger Albarran, Georges |
Pal, Christopher |
| 2024-04 |
Scalable and robust fog-computing design & dimensioning in dynamic, trustless smart cities |
Sanchez-Martinez, Ismael |
Hafid, Abdelhakim Senhaji; Gendreau, Michel |
| 2024-03 |
FACTS-ON : Fighting Against Counterfeit Truths in Online social Networks : fake news, misinformation and disinformation |
Amri, Sabrine |
Aïmeur, Esma |
| 2024-03 |
Microservices identification in existing applications using meta-heuristics optimization and machine learning |
Barry, Hanifa |
Sahraoui, Houari |
| 2024-03 |
Sur la génération d'exemples pour réduire le coût d'annotation |
Piedboeuf, Frédéric |
Langlais, Philippe |
| 2024-03 |
Self-supervision for reinforcement learning |
Anand, Ankesh |
Courville, Aaron |
| 2024-02 |
Evaluating approaches to solving proportional sentence analogies |
Blain-Montesano, Yves |
Langlais, Philippe |
| 2024-02 |
Metaheuristics for vehicle routing problems : new methods and performance analysis |
Guillen Reyes, Fernando Obed |
Potvin, Jean-Yves; Gendreau, Michel; Vidal, Thibaut |
| 2024-02 |
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 |
| 2024-01 |
The role of continual learning and adaptive computation in improving computational efficiency of deep learning |
Gupta, Kshitij |
Anbil Parthipan, Sarath Chandar; Rish, Irina |
| 2024-01 |
Dynamic capacities and priorities in stable matching |
Bobbio, Federico |
Carvalho, Margarida |
| 2024-01 |
Beyond the horizon : improved long-range sequence modeling, from dynamical systems to language |
Fathi, Mahan |
Bacon, Pierre-Luc |
| 2023-12 |
Detecting pre-error states and process deviations resulting from cognitive overload in aircraft pilots |
Pietracupa, Massimo |
Frasson, Claude |
| 2023-12 |
Apprentissage de descripteurs locaux pour l’amélioration des systèmes de SLAM visuel |
Luttun, Johan |
Roy, Sébastien |
| 2023-12 |
Methods for solving combinatorial pricing problems |
Bui, Quang Minh |
Carvalho, Margarida |
| 2023-12 |
Sketch-based interactive shape deformation using shading isophotes |
Bolduc, Karl-Étienne |
Poulin, Pierre; Bessmeltsev, Mikhail |
| 2023-12 |
Towards combining deep learning and statistical relational learning for reasoning on graphs |
Qu, Meng |
Tang, Jian |
| 2023-12 |
Towards a unified model for speech and language processing |
Ploujnikov, Artem |
Ravanelli, Mirco |
| 2023-12 |
Towards an extension of causal discovery with generative flow networks to latent variables models |
Manta, Dragos Cristian |
Bengio, Yoshua |
| 2023-12 |
Traitement automatique du langage naturel pour les textes juridiques : prédiction de verdict et exploitation de connaissances du domaine |
Salaün, Olivier |
Langlais, Philippe |
| 2023-11 |
Fair vaccination strategies with influence maximization : a case study on COVID-19 |
Neophytou, Nicola |
Farnadi, Golnoosh |
| 2023-11 |
Building sample-efficient reinforcement learning |
Schwarzer, Max Allen |
Bellemare, Marc; Courville, Aaron |
| 2023-11 |
Domain-specific differencing and merging of models |
Zadahmad Jafarloiu, Manouchehr |
Syriani, Eugene |