| 2025 |
Improving lexical diversity of neural machine translation using GAN and knowledge distillation |
Pratti, Sree Rama Sanjeev |
Langlais, Philippe |
| 2025 |
Learning equivalence hash functions |
Duchesneau, Mathieu |
Tapp, Alain |
| 2025 |
Robustesse des réseaux neuronaux sur graphes |
Lapointe-Gagné, Olivier |
Beaini, Dominique |
| 2025 |
Leveraging machine reading comprehension to mitigate hallucinations in answer generation by large language models |
Zhou, Xiaoxin |
Nie, Jian-Yun |
| 2025 |
Towards optimal knowledge transfer for efficient language models |
Lu, Peng |
Langlais, Philippe |
| 2025 |
Data-driven large neighbourhood search for combinatorial optimization problems |
Robinson La Rocca, Charly |
Frejinger, Emma |
| 2025 |
Machine learning through the sciences of the artificial |
Diaz Cabrera, Manfred Ramon |
Paull, Liam |
| 2025 |
Design and implementation of an AI-Driven educating bot for personalized science education in middle school students |
Mishra, Sparsha |
Rish, Irina |
| 2025 |
Neural architectures for compositional generalisation |
Tan, Shawn |
Courville, Aaron |
| 2025 |
Investigating the impact of training data coverage on large language model hallucinations |
Zhang, Shuo |
Nie, Jian-Yun |
| 2025 |
Uncertainty quantification metrics for scientific application |
Sharief, Sammy |
Perreault-Levasseur, Laurence |
| 2025 |
Strategic capacity planning and pricing : a choice-based approach |
Pinzon Ulloa, David Leonardo |
Frejinger, Emma |
| 2025 |
Machine learning accelerated stochastic optimization and applications to railway operations |
Larsen, Eric |
Frejinger, Emma |
| 2025 |
Towards adaptive personalization in conversational search |
Hui, Yuchen |
Nie, Jian-Yun |
| 2025 |
Matrix theory and hardware implementation of linear recurrences |
Secrieru, Dragos |
Bengio, Yoshua |
| 2025 |
Evaluating and improving mathematical reasoning in large language models via skill combinations |
Shah, Vedant |
Bengio, Yoshua; Goyal, Anirudh |
| 2024 |
Rule-based data augmentation for document-level medical concept extraction |
Shao, Qiwei |
Nie, Jian-Yun |
| 2024 |
Mobility anomaly detection with intelligent video surveillance |
Ebrahimi, Fatemeh |
Meunier, Jean |
| 2024 |
Generative models, theory and applications |
Askari Hemmat, Reyhane |
Mitliagkas, Ioannis; Le Roux, Nicolas |
| 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 |
Distributed fog load balancing to support IoT applications : a reinforcement learning approach |
Ebrahim, Maad |
Hafid, Abdelhakim |
| 2024 |
Microservices identification in existing applications using meta-heuristics optimization and machine learning |
Barry, Hanifa |
Sahraoui, Houari |
| 2024 |
Beyond top line metrics : understanding the trade-off between model size and generalization properties |
Hooker, Sara |
Courville, Aaron; Larochelle, Hugo |
| 2024 |
Understanding our 3D world via generative modeling |
Liu, Zhen |
Paull, Liam; Bengio, Yoshua |
| 2024 |
Domain adaptation in reinforcement learning via causal representation learning |
Côté-Turcotte, Léa |
Bacon, Pierre-Luc |
| 2024 |
Détection universelle des images synthétiques générées par les modèles de diffusion |
Bourega, Khadidja Yasmine |
Aïmeur, Esma |
| 2024 |
Towards systematic generalization through meta-learning modular architectures and improving generative flow networks |
Madan, Kanika |
Bengio, Yoshua |
| 2024 |
Towards human-AI co-creation for Hindustani music : modeling and interaction |
Shikarpur, Nithya |
Huang, Anna |
| 2024 |
Towards maintainable machine learning development through continual and modular learning |
Ostapenko, Oleksiy |
Charlin, Laurent |
| 2024 |
Scalable and robust fog-computing design & dimensioning in dynamic, trustless smart cities |
Sanchez-Martinez, Ismael |
Hafid, Abdelhakim ; Gendreau, Michel |
| 2024 |
Sur la génération d'exemples pour réduire le coût d'annotation |
Piedboeuf, Frédéric |
Langlais, Philippe |
| 2024 |
Promoting robustness and compositionality in machine learning with insights from cognitive bottlenecks |
Vani, Ankit |
Courville, Aaron |
| 2024 |
Beyond the status quo in deep reinforcement learning |
Agarwal, Rishabh |
Courville, Aaron; Gendron-Bellemare, Marc |
| 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 |
Towards efficient large language models : training low-bitwidth variants and low-rank decomposition of pretrained models |
Vaidhya, Tejas |
Rish, Irina |
| 2024 |
FACTS-ON : Fighting Against Counterfeit Truths in Online social Networks : fake news, misinformation and disinformation |
Amri, Sabrine |
Aïmeur, Esma |
| 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 |
Self-play for human-agent communication |
Gupta, Abhinav |
Pal, Christopher |
| 2024 |
An exploration of approximation chains |
Marwah, Ashutosh Satyajit |
Dupont-Dupuis, Frédéric |
| 2024 |
Searching for Q* |
Piché, Alexandre |
Pal, Christopher |
| 2024 |
Enhancing risk-based authentication with federated learning : introducing the F-RBA framework |
Fereidouni, Hamidreza |
Hafid, Abdelhakim |
| 2024 |
An investigation of weight perturbation for mitigating Spurious Correlations |
Nobahari, Rozhin |
Lacoste-Julien, Simon |
| 2024 |
Generative flow networks : theory and applications to structure learning |
Deleu, Tristan |
Bengio, Yoshua |
| 2024 |
Leveraging foundation models towards semantic world representations for robotics |
Kuwajerwala, Alihusein |
Paull, Liam |
| 2024 |
A LiDAR and Camera Based Convolutional Neural Network for the Real-Time Identification of Walking Terrain |
Whipps, David |
Dixon, Philippe; Rish, Irina |
| 2024 |
Exploring multivariate adaptations of the Lag-Llama univariate time series forecasting approach |
Khorasani, Arian |
Rish, Irina |
| 2024 |
The equivalence of contrastive learning and graph convolution in collaborative filtering |
Wu, Yihong |
Nie, Jian-Yun |