| 2023 |
Analysis of the human corneal shape with machine learning |
Bouazizi, Hala |
Meunier, Jean |
| 2023 |
Improving predictive behavior under distributional shift |
Ahmed, Faruk |
Courville, Aaron |
| 2023 |
Learned interpreters : structural and learned systematicity in neural networks for program execution |
Bieber, David |
Larochelle, Hugo; Tarlow, Daniel |
| 2023 |
Reasoning with structure : graph neural networks algorithms and applications |
Deac, Andreea-Ioana |
Tang, Jian |
| 2023 |
On impact of mixing times in continual reinforcement learning |
Raparthy, Sharath Chandra |
Rish, Irina |
| 2023 |
Multi-attribute deterministic and stochastic two echelon location routing problems |
Escobar Vargas, David |
Crainic, Teodor Gabriel; Rei, Walter |
| 2023 |
ZeroAbuse, a serious game to prevent child maltreatment |
Cevallos, Lissethy |
Aïmeur, Esma |
| 2023 |
Detecting pre-error states and process deviations resulting from cognitive overload in aircraft pilots |
Pietracupa, Massimo |
Frasson, Claude |
| 2023 |
Co-simulation for controlled environment agriculture |
Archambault, Pascal |
Syriani, Eugene; Sahraoui, Houari |
| 2023 |
Training large multimodal language models with ethical values |
Roger, Alexis |
Aïmeur, Esma; Rish, Irina |
| 2023 |
Towards an extension of causal discovery with generative flow networks to latent variables models |
Manta, Dragos Cristian |
Bengio, Yoshua |
| 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 |
Detection, recuperation and cross-subject classification of mental fatigue |
Hajj Assaf, Alyssa |
Frasson, Claude |
| 2023 |
Deep learning algorithms for database-driven peptide search |
Zumer, Jeremie |
Lemieux, Sébastien |
| 2023 |
Analysis and evaluation of the pilot attentional model |
Ghaderi, Maryam |
Frasson, Claude |
| 2023 |
Remote sensing representation learning for a species distribution modeling case study |
Elkafrawy, Sara |
Larochelle, Hugo; Charlin, Laurent |
| 2023 |
Domain-specific differencing and merging of models |
Zadahmad Jafarloiu, Manouchehr |
Syriani, Eugene |
| 2023 |
Entanglement-assisted communication complexity and nonlocal games |
Lalonde, Olivier |
Brassard, Gilles; Dupuis, Frédéric |
| 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 |
Emergence of language-like latents in deep neural networks |
Lu, Yuchen |
Courville, Aaron |
| 2024 |
Searching for Q* |
Piché, Alexandre |
Pal, Christopher |
| 2024 |
An investigation of weight perturbation for mitigating Spurious Correlations |
Nobahari, Rozhin |
Lacoste-Julien, Simon |
| 2024 |
Advancing adversarial robustness with feature desensitization and synthesized data |
Bayat, Reza |
Rish, Irina; Bashivan, Pouya |
| 2024 |
Beyond top line metrics : understanding the trade-off between model size and generalization properties |
Hooker, Sara |
Courville, Aaron; Larochelle, Hugo |
| 2024 |
Aligning language models to code : exploring efficient, temporal, and preference alignment for code generation |
Weyssow, Martin |
Sahraoui, Houari |
| 2024 |
FACTS-ON : Fighting Against Counterfeit Truths in Online social Networks : fake news, misinformation and disinformation |
Amri, Sabrine |
Aïmeur, Esma |
| 2024 |
Learning representations for reasoning : generalizing across diverse structures |
Zhu, Zhaocheng |
Tang, Jian |
| 2024 |
Towards efficient large language models : training low-bitwidth variants and low-rank decomposition of pretrained models |
Vaidhya, Tejas |
Rish, Irina |
| 2024 |
Scalable and robust fog-computing design & dimensioning in dynamic, trustless smart cities |
Sanchez-Martinez, Ismael |
Hafid, Abdelhakim ; Gendreau, Michel |
| 2024 |
Détection universelle des images synthétiques générées par les modèles de diffusion |
Bourega, Khadidja Yasmine |
Aïmeur, Esma |
| 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 |
An exploration of approximation chains |
Marwah, Ashutosh Satyajit |
Dupont-Dupuis, Frédéric |
| 2024 |
Towards systematic generalization through meta-learning modular architectures and improving generative flow networks |
Madan, Kanika |
Bengio, Yoshua |
| 2024 |
Microservices identification in existing applications using meta-heuristics optimization and machine learning |
Barry, Hanifa |
Sahraoui, Houari |
| 2024 |
Evaluating approaches to solving proportional sentence analogies |
Blain-Montesano, Yves |
Langlais, Philippe |
| 2024 |
Dynamic capacities and priorities in stable matching |
Bobbio, Federico |
Carvalho, Margarida |
| 2024 |
Self-play for human-agent communication |
Gupta, Abhinav |
Pal, Christopher |
| 2024 |
Enhancing agent learning through world dynamics modeling |
Sun, Zhiyuan |
Liu, Bang |
| 2024 |
Identifying latent structures in data |
Lachapelle, Sébastien |
Lacoste-Julien, Simon |
| 2024 |
Exploring multivariate adaptations of the Lag-Llama univariate time series forecasting approach |
Khorasani, Arian |
Rish, Irina |
| 2024 |
A LiDAR and Camera Based Convolutional Neural Network for the Real-Time Identification of Walking Terrain |
Whipps, David |
Dixon, Philippe; Rish, Irina |
| 2024 |
The shifting landscape of data : learning to tame distributional shifts |
Ibrahim, Adam |
Mitliagkas, Ioannis; Rish, Irina |
| 2024 |
Rule-based data augmentation for document-level medical concept extraction |
Shao, Qiwei |
Nie, Jian-Yun |
| 2024 |
Enhancing factuality and coverage in summarization via referencing key extracted content |
Belanger Albarran, Georges |
Pal, Christopher |
| 2024 |
Parameter, experience, and compute efficient deep reinforcement learning |
Nikishin, Evgenii |
Bacon, Pierre-Luc; Courville, Aaron |
| 2024 |
Generative flow networks : theory and applications to structure learning |
Deleu, Tristan |
Bengio, Yoshua |
| 2024 |
Self-supervision for reinforcement learning |
Anand, Ankesh |
Courville, Aaron |
| 2024 |
Metaheuristics for vehicle routing problems : new methods and performance analysis |
Guillen Reyes, Fernando Obed |
Potvin, Jean-Yves; Gendreau, Michel; Vidal, Thibaut |