| 2024 |
Exploring multivariate adaptations of the Lag-Llama univariate time series forecasting approach |
Khorasani, Arian |
Rish, Irina |
| 2024 |
Beyond the horizon : improved long-range sequence modeling, from dynamical systems to language |
Fathi, Mahan |
Bacon, Pierre-Luc |
| 2024 |
Quotient Types in Typer |
Tan, James Juan Whei |
Monnier, Stefan |
| 2024 |
Leveraging foundation models towards semantic world representations for robotics |
Kuwajerwala, Alihusein |
Paull, Liam |
| 2024 |
Learning optimizers for communication-efficient distributed learning |
Joseph, Charles-Étienne |
Belilovsky, Eugene |
| 2024 |
Mobility anomaly detection with intelligent video surveillance |
Ebrahimi, Fatemeh |
Meunier, Jean |
| 2024 |
Domain adaptation in reinforcement learning via causal representation learning |
Côté-Turcotte, Léa |
Bacon, Pierre-Luc |
| 2024 |
Evaluating approaches to solving proportional sentence analogies |
Blain-Montesano, Yves |
Langlais, Philippe |
| 2024 |
Towards human-AI co-creation for Hindustani music : modeling and interaction |
Shikarpur, Nithya |
Huang, Anna |
| 2024 |
Dynamic capacities and priorities in stable matching |
Bobbio, Federico |
Carvalho, Margarida |
| 2024 |
Promoting robustness and compositionality in machine learning with insights from cognitive bottlenecks |
Vani, Ankit |
Courville, Aaron |
| 2024 |
HarmonyCo : développement d'une bibliothèque Python pour le calcul optimisé de la médiane de permutations |
Rabah, Ahmed Imed Eddine |
Hamel, Sylvie |
| 2024 |
Beyond the status quo in deep reinforcement learning |
Agarwal, Rishabh |
Courville, Aaron; Gendron-Bellemare, Marc |
| 2024 |
Towards maintainable machine learning development through continual and modular learning |
Ostapenko, Oleksiy |
Charlin, Laurent |
| 2024 |
Embedding cultural diversity in prototype-based recommender systems |
Moradi, Armin |
Farnadi, Golnoosh |
| 2024 |
Aligning language models to code : exploring efficient, temporal, and preference alignment for code generation |
Weyssow, Martin |
Sahraoui, Houari |
| 2023 |
Domain-specific differencing and merging of models |
Zadahmad Jafarloiu, Manouchehr |
Syriani, Eugene |
| 2023 |
Fairness through domain awareness : mitigating popularity bias for music discovery |
Salganik, Rebecca |
Farnadi, Golnoosh |
| 2023 |
Reasoning with structure : graph neural networks algorithms and applications |
Deac, Andreea-Ioana |
Tang, Jian |
| 2023 |
Data-driven optimization of bus schedules under uncertainties |
Ricard, Léa |
Lodi, Andrea; Desaulniers, Guy; Rousseau, Louis-Martin |
| 2023 |
Sketch-based interactive shape deformation using shading isophotes |
Bolduc, Karl-Étienne |
Poulin, Pierre; Bessmeltsev, Mikhail |
| 2023 |
Methods for solving combinatorial pricing problems |
Bui, Quang Minh |
Carvalho, Margarida |
| 2023 |
Emergence of language-like latents in deep neural networks |
Lu, Yuchen |
Courville, Aaron |
| 2023 |
Investigating intra and inter-subject performance with deep learning for gait on irregular surfaces |
Lam, Guillaume |
Dixon, Philippe |
| 2023 |
Co-simulation for controlled environment agriculture |
Archambault, Pascal |
Syriani, Eugene; Sahraoui, Houari |
| 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 |
Improving predictive behavior under distributional shift |
Ahmed, Faruk |
Courville, Aaron |
| 2023 |
Deep networks training and generalization: insights from linearization |
George, Thomas |
Vincent, Pascal; Lajoie, Guillaume |
| 2023 |
Multi-attribute deterministic and stochastic two echelon location routing problems |
Escobar Vargas, David |
Crainic, Teodor Gabriel; Rei, Walter |
| 2023 |
Apprentissage de descripteurs locaux pour l’amélioration des systèmes de SLAM visuel |
Luttun, Johan |
Roy, Sébastien |
| 2023 |
Probability flows in deep learning |
Huang, Chin-Wei |
Courville, Aaron |
| 2023 |
Towards the reduction of greenhouse gas emissions : models and algorithms for ridesharing and carbon capture and storage |
Homsi, Gabriel |
Jena, Sanjay Dominik |
| 2023 |
Enhancing cybersecurity awareness through educational games : design of an adaptive visual novel game |
Bouzegza, Firdaous |
Aïmeur, Esma |
| 2023 |
On impact of mixing times in continual reinforcement learning |
Raparthy, Sharath Chandra |
Rish, Irina |
| 2023 |
Learned interpreters : structural and learned systematicity in neural networks for program execution |
Bieber, David |
Larochelle, Hugo; Tarlow, Daniel |
| 2023 |
Sequential decision modeling in uncertain conditions |
Kastner, Kyle |
Courville, Aaron |
| 2023 |
FETA : fairness enforced verifying, training, and predicting algorithms for neural networks |
Mohammadi, Kiarash |
Farnadi, Golnoosh |
| 2023 |
Fear prediction for training robust RL agents |
Gauthier, Charlie |
Paull, Liam |
| 2023 |
Deep learning algorithms for database-driven peptide search |
Zumer, Jeremie |
Lemieux, Sébastien |
| 2023 |
Low-resource suicide ideation and depression detection with multitask learning and large language models |
Breau, Pierre-William |
Liu, Bang; Nie, Jian-Yun |
| 2023 |
Building sample-efficient reinforcement learning |
Schwarzer, Max Allen |
Gendron-Bellemare, Marc; Courville, Aaron |
| 2023 |
Toward trustworthy deep learning : out-of-distribution generalization and few-shot learning |
Gagnon-Audet, Jean-Christophe |
Dumas, Guillaume; Rish, Irina |
| 2023 |
Calibrated uncertainty estimation for SLAM |
Bansal, Dishank |
Paull, Liam |
| 2023 |
Conditional generative modeling for images, 3D animations, and video |
Voleti, Vikram |
Pal, Christopher |
| 2023 |
AI-based modeling of brain and behavior : combining neuroimaging, imitation learning and video games |
Kemtur, Anirudha |
Bellec, Pierre-Louis
; Jerbi, Karim |
| 2023 |
Représentations géométriques de détails fins pour la simulation d’éclairage |
Tamisier, Elsa |
Poulin, Pierre; Meneveaux, Daniel |
| 2023 |
Parameter-efficient modeling and robust automatic evaluation of image captioning |
Ahmadi, Saba |
Agrawal, Aishwarya |
| 2023 |
Towards privacy-preserving and fairness-enhanced item ranking in recommender systems |
Sun, Jia Ao |
Aïmeur, Esma; Farnadi, Golnoosh |
| 2023 |
Fair vaccination strategies with influence maximization : a case study on COVID-19 |
Neophytou, Nicola |
Farnadi, Golnoosh |