| 2025 |
Competitive EV charging station location with queues |
Nguyen, The Minh |
Carvalho, Margarida |
| 2025 |
Combining large language models with static analyzers for code review generation |
Jaoua, Imen |
Sahraoui, Houari |
| 2025 |
View-dependent deformation fields for 2D editing of 3D models |
El Mqirmi, Martin |
Aigerman, Noam |
| 2025 |
Improving lexical diversity of neural machine translation using GAN and knowledge distillation |
Pratti, Sree Rama Sanjeev |
Langlais, Philippe |
| 2025 |
Scam detection with large language models : multimodal risk analysis of URLs and chat messages |
Chang, Yuan-Chen |
Aïmeur, Esma |
| 2024 |
Aligning language models to code : exploring efficient, temporal, and preference alignment for code generation |
Weyssow, Martin |
Sahraoui, Houari |
| 2024 |
Self-supervision for reinforcement learning |
Anand, Ankesh |
Courville, Aaron |
| 2024 |
Détection universelle des images synthétiques générées par les modèles de diffusion |
Bourega, Khadidja Yasmine |
Aïmeur, Esma |
| 2024 |
Towards human-AI co-creation for Hindustani music : modeling and interaction |
Shikarpur, Nithya |
Huang, Anna |
| 2024 |
Building intuitive reinforcement learning algorithms |
D'Oro, Pierluca |
Gendron-Bellemare, Marc; Bacon, Pierre-Luc |
| 2024 |
Promoting robustness and compositionality in machine learning with insights from cognitive bottlenecks |
Vani, Ankit |
Courville, Aaron |
| 2024 |
Learning representations for reasoning : generalizing across diverse structures |
Zhu, Zhaocheng |
Tang, Jian |
| 2024 |
Scalable and robust fog-computing design & dimensioning in dynamic, trustless smart cities |
Sanchez-Martinez, Ismael |
Hafid, Abdelhakim ; Gendreau, Michel |
| 2024 |
Microservices identification in existing applications using meta-heuristics optimization and machine learning |
Barry, Hanifa |
Sahraoui, Houari |
| 2024 |
Exploring multivariate adaptations of the Lag-Llama univariate time series forecasting approach |
Khorasani, Arian |
Rish, Irina |
| 2024 |
Generative models, theory and applications |
Askari Hemmat, Reyhane |
Mitliagkas, Ioannis; Le Roux, Nicolas |
| 2024 |
FACTS-ON : Fighting Against Counterfeit Truths in Online social Networks : fake news, misinformation and disinformation |
Amri, Sabrine |
Aïmeur, Esma |
| 2024 |
An investigation of weight perturbation for mitigating Spurious Correlations |
Nobahari, Rozhin |
Lacoste-Julien, Simon |
| 2024 |
Towards systematic generalization through meta-learning modular architectures and improving generative flow networks |
Madan, Kanika |
Bengio, Yoshua |
| 2024 |
Understanding our 3D world via generative modeling |
Liu, Zhen |
Paull, Liam; Bengio, Yoshua |
| 2024 |
Beyond the status quo in deep reinforcement learning |
Agarwal, Rishabh |
Courville, Aaron; Gendron-Bellemare, Marc |
| 2024 |
Domain adaptation in reinforcement learning via causal representation learning |
Côté-Turcotte, Léa |
Bacon, Pierre-Luc |
| 2024 |
A LiDAR and Camera Based Convolutional Neural Network for the Real-Time Identification of Walking Terrain |
Whipps, David |
Dixon, Philippe; Rish, Irina |
| 2024 |
Beyond top line metrics : understanding the trade-off between model size and generalization properties |
Hooker, Sara |
Courville, Aaron; Larochelle, Hugo |
| 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 |
Performative prediction : expanding theoretical horizons |
Mofakhami, Mehrnaz |
Gidel, Gauthier; Mitliagkas, Ioannis |
| 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 |
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 |
Self-play for human-agent communication |
Gupta, Abhinav |
Pal, Christopher |
| 2024 |
Towards efficient and effective preference alignment for large language models |
Thakkar, Megh Vipul |
Anbil Parthipan, Sarath Chandar
|
| 2024 |
Generative flow networks : theory and applications to structure learning |
Deleu, Tristan |
Bengio, Yoshua |
| 2024 |
Learning optimizers for communication-efficient distributed learning |
Joseph, Charles-Étienne |
Belilovsky, Eugene |
| 2024 |
Intrinsic exploration for reinforcement learning beyond rewards |
Creus-Castanyer, Roger |
Berseth, Glen |
| 2024 |
The role of continual learning and adaptive computation in improving computational efficiency of deep learning |
Gupta, Kshitij |
Anbil Parthipan, Sarath Chandar; Rish, Irina |
| 2024 |
Enhancing agent learning through world dynamics modeling |
Sun, Zhiyuan |
Liu, Bang |
| 2024 |
Towards efficient large language models : training low-bitwidth variants and low-rank decomposition of pretrained models |
Vaidhya, Tejas |
Rish, Irina |
| 2024 |
Enhancing risk-based authentication with federated learning : introducing the F-RBA framework |
Fereidouni, Hamidreza |
Hafid, Abdelhakim |
| 2024 |
Advancing adversarial robustness with feature desensitization and synthesized data |
Bayat, Reza |
Rish, Irina; Bashivan, Pouya |
| 2024 |
Evaluating approaches to solving proportional sentence analogies |
Blain-Montesano, Yves |
Langlais, Philippe |
| 2024 |
Modelling and evolving design-time uncertainty |
Sahyouni, Charbel |
Famelis, Michalis |
| 2024 |
Quotient Types in Typer |
Tan, James Juan Whei |
Monnier, Stefan |
| 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 |
| 2024 |
Enhancing factuality and coverage in summarization via referencing key extracted content |
Belanger Albarran, Georges |
Pal, Christopher |
| 2024 |
Strategic planning of intracity electric vehicle charging station locations with integrated advanced demand dynamics |
Lamontagne, Steven |
Carvalho, Margarida; Frejinger, Emma |
| 2024 |
Beyond the horizon : improved long-range sequence modeling, from dynamical systems to language |
Fathi, Mahan |
Bacon, Pierre-Luc |
| 2024 |
Rule-based data augmentation for document-level medical concept extraction |
Shao, Qiwei |
Nie, Jian-Yun |
| 2024 |
Distributed fog load balancing to support IoT applications : a reinforcement learning approach |
Ebrahim, Maad |
Hafid, Abdelhakim |