| 2024 |
The shifting landscape of data : learning to tame distributional shifts |
Ibrahim, Adam |
Mitliagkas, Ioannis; Rish, Irina |
| 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 |
Learning representations for reasoning : generalizing across diverse structures |
Zhu, Zhaocheng |
Tang, Jian |
| 2024 |
Modelling and evolving design-time uncertainty |
Sahyouni, Charbel |
Famelis, Michalis |
| 2024 |
Parameter, experience, and compute efficient deep reinforcement learning |
Nikishin, Evgenii |
Bacon, Pierre-Luc; Courville, Aaron |
| 2024 |
Advancing adversarial robustness with feature desensitization and synthesized data |
Bayat, Reza |
Rish, Irina; Bashivan, Pouya |
| 2024 |
Deep learning applications to climate change mitigation |
Schmidt, Victor |
Bengio, Yoshua |
| 2024 |
Enhancing agent learning through world dynamics modeling |
Sun, Zhiyuan |
Liu, Bang |
| 2024 |
Strategic planning of intracity electric vehicle charging station locations with integrated advanced demand dynamics |
Lamontagne, Steven |
Carvalho, Margarida; Frejinger, Emma |
| 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 |
Learning optimizers for communication-efficient distributed learning |
Joseph, Charles-Étienne |
Belilovsky, Eugene |
| 2024 |
Geometric-aware models for protein design |
Wang, Chuanrui |
Tang, Jian |
| 2024 |
HarmonyCo : développement d'une bibliothèque Python pour le calcul optimisé de la médiane de permutations |
Rabah, Ahmed Imed Eddine |
Hamel, Sylvie |
| 2024 |
Intrinsic exploration for reinforcement learning beyond rewards |
Creus-Castanyer, Roger |
Berseth, Glen |
| 2024 |
Enhancing factuality and coverage in summarization via referencing key extracted content |
Belanger Albarran, Georges |
Pal, Christopher |
| 2024 |
Identifying latent structures in data |
Lachapelle, Sébastien |
Lacoste-Julien, Simon |
| 2024 |
Metaheuristics for vehicle routing problems : new methods and performance analysis |
Guillen Reyes, Fernando Obed |
Potvin, Jean-Yves; Gendreau, Michel; Vidal, Thibaut |
| 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 |
| 2024 |
On PI controllers for updating lagrange multipliers in constrained optimization |
Sohrabi, Motahareh |
Lacoste-Julien, Simon |
| 2024 |
Building intuitive reinforcement learning algorithms |
D'Oro, Pierluca |
Gendron-Bellemare, Marc; Bacon, Pierre-Luc |
| 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 |
Beyond the horizon : improved long-range sequence modeling, from dynamical systems to language |
Fathi, Mahan |
Bacon, Pierre-Luc |
| 2024 |
The role of continual learning and adaptive computation in improving computational efficiency of deep learning |
Gupta, Kshitij |
Anbil Parthipan, Sarath Chandar; Rish, Irina |
| 2023 |
Building sample-efficient reinforcement learning |
Schwarzer, Max Allen |
Gendron-Bellemare, Marc; Courville, Aaron |
| 2023 |
Représentations géométriques de détails fins pour la simulation d’éclairage |
Tamisier, Elsa |
Poulin, Pierre; Meneveaux, Daniel |
| 2023 |
Towards combining deep learning and statistical relational learning for reasoning on graphs |
Qu, Meng |
Tang, Jian |
| 2023 |
Parameter-efficient modeling and robust automatic evaluation of image captioning |
Ahmadi, Saba |
Agrawal, Aishwarya |
| 2023 |
Leveraging self-supervision for visual embodied navigation with neuralized potential fields |
Saavedra Ruiz, Miguel Angel |
Paull, Liam |
| 2023 |
Advances in uncertainty modelling : from epistemic uncertainty estimation to generalized generative flow networks |
Lahlou, Salem |
Bengio, Yoshua |
| 2023 |
Detecting pre-error states and process deviations resulting from cognitive overload in aircraft pilots |
Pietracupa, Massimo |
Frasson, Claude |
| 2023 |
Learning and planning with noise in optimization and reinforcement learning |
Thomas, Valentin |
Bengio, Yoshua; Le Roux, Nicolas |
| 2023 |
AI-based modeling of brain and behavior : combining neuroimaging, imitation learning and video games |
Kemtur, Anirudha |
Bellec, Pierre-Louis
; Jerbi, Karim |
| 2023 |
Calibrated uncertainty estimation for SLAM |
Bansal, Dishank |
Paull, Liam |
| 2023 |
Detection, recuperation and cross-subject classification of mental fatigue |
Hajj Assaf, Alyssa |
Frasson, Claude |
| 2023 |
Adding hygiene to gambit scheme |
Doucet, Antoine |
Feeley, Marc |
| 2023 |
Low-resource suicide ideation and depression detection with multitask learning and large language models |
Breau, Pierre-William |
Liu, Bang; Nie, Jian-Yun |
| 2023 |
Entanglement-assisted communication complexity and nonlocal games |
Lalonde, Olivier |
Brassard, Gilles; Dupuis, Frédéric |
| 2023 |
An exploratory study of decision-focused learning for mutli-commodity network design in transportation |
Sugiarta, Wisang |
Frejinger, Emma |
| 2023 |
Multi-task learning for joint diagnosis of CNVs and psychiatric conditions from rs-fMRI |
Harvey, Annabelle |
Bellec, Pierre-Louis; Jacquemont, Sébastien; Dumas, Guillaume |
| 2023 |
Remote sensing representation learning for a species distribution modeling case study |
Elkafrawy, Sara |
Larochelle, Hugo; Charlin, Laurent |
| 2023 |
Predicting stock market trends using time-series classification with dynamic neural networks |
Mocanu, Remus |
Rish, Irina |
| 2023 |
A multi-agent nudge-based approach for disclosure mitigation online |
Ben Salem, Rim |
Aïmeur, Esma |
| 2023 |
Analysis and evaluation of the pilot attentional model |
Ghaderi, Maryam |
Frasson, Claude |
| 2023 |
Towards the reduction of greenhouse gas emissions : models and algorithms for ridesharing and carbon capture and storage |
Homsi, Gabriel |
Jena, Sanjay Dominik |
| 2023 |
Méthodes d'évaluation en extraction d'information ouverte |
Lamarche, Fabrice |
Langlais, Philippe |
| 2023 |
Amélioration des messages d'erreurs Typer par algorithme génétique |
Fall, Ismaïla |
Monnier, Stefan |
| 2023 |
Apprentissage de stratégies de calcul adaptatives pour les réseaux neuronaux profonds |
Kamanda, Aton |
Sahraoui, Houari |
| 2023 |
Few-shot prompt learning for automating model completion |
Ben-Chaaben, Meriem |
Sahraoui, Houari |