| 2024 |
Dynamic capacities and priorities in stable matching |
Bobbio, Federico |
Carvalho, Margarida |
| 2024 |
Understanding our 3D world via generative modeling |
Liu, Zhen |
Paull, Liam; Bengio, Yoshua |
| 2024 |
Towards efficient large language models : training low-bitwidth variants and low-rank decomposition of pretrained models |
Vaidhya, Tejas |
Rish, Irina |
| 2024 |
Domain adaptation in reinforcement learning via causal representation learning |
Côté-Turcotte, Léa |
Bacon, Pierre-Luc |
| 2023 |
Emergence of language-like latents in deep neural networks |
Lu, Yuchen |
Courville, Aaron |
| 2023 |
Enhancing cybersecurity awareness through educational games : design of an adaptive visual novel game |
Bouzegza, Firdaous |
Aïmeur, Esma |
| 2023 |
Fairness through domain awareness : mitigating popularity bias for music discovery |
Salganik, Rebecca |
Farnadi, Golnoosh |
| 2023 |
Investigating intra and inter-subject performance with deep learning for gait on irregular surfaces |
Lam, Guillaume |
Dixon, Philippe |
| 2023 |
Variations sur le protocole BB84 avec bases de polarisation secrètes |
Gazaille, Shany Xiye |
Brassard, Gilles; Salvail, Louis |
| 2023 |
Deep learning algorithms for database-driven peptide search |
Zumer, Jeremie |
Lemieux, Sébastien |
| 2023 |
Towards the reduction of greenhouse gas emissions : models and algorithms for ridesharing and carbon capture and storage |
Homsi, Gabriel |
Jena, Sanjay Dominik |
| 2023 |
Domain-specific differencing and merging of models |
Zadahmad Jafarloiu, Manouchehr |
Syriani, Eugene |
| 2023 |
Deep networks training and generalization: insights from linearization |
George, Thomas |
Vincent, Pascal; Lajoie, Guillaume |
| 2023 |
Probability flows in deep learning |
Huang, Chin-Wei |
Courville, Aaron |
| 2023 |
Apprentissage de descripteurs locaux pour l’amélioration des systèmes de SLAM visuel |
Luttun, Johan |
Roy, Sébastien |
| 2023 |
Sketch-based interactive shape deformation using shading isophotes |
Bolduc, Karl-Étienne |
Poulin, Pierre; Bessmeltsev, Mikhail |
| 2023 |
Learned interpreters : structural and learned systematicity in neural networks for program execution |
Bieber, David |
Larochelle, Hugo; Tarlow, Daniel |
| 2023 |
Data-driven optimization of bus schedules under uncertainties |
Ricard, Léa |
Lodi, Andrea; Desaulniers, Guy; Rousseau, Louis-Martin |
| 2023 |
Fear prediction for training robust RL agents |
Gauthier, Charlie |
Paull, Liam |
| 2023 |
Multi-attribute deterministic and stochastic two echelon location routing problems |
Escobar Vargas, David |
Crainic, Teodor Gabriel; Rei, Walter |
| 2023 |
Co-simulation for controlled environment agriculture |
Archambault, Pascal |
Syriani, Eugene; Sahraoui, Houari |
| 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 |
Methods for solving combinatorial pricing problems |
Bui, Quang Minh |
Carvalho, Margarida |
| 2023 |
Detecting pre-error states and process deviations resulting from cognitive overload in aircraft pilots |
Pietracupa, Massimo |
Frasson, Claude |
| 2023 |
On impact of mixing times in continual reinforcement learning |
Raparthy, Sharath Chandra |
Rish, Irina |
| 2023 |
Improving predictive behavior under distributional shift |
Ahmed, Faruk |
Courville, Aaron |
| 2023 |
Reasoning with structure : graph neural networks algorithms and applications |
Deac, Andreea-Ioana |
Tang, Jian |
| 2023 |
ZeroAbuse, a serious game to prevent child maltreatment |
Cevallos, Lissethy |
Aïmeur, Esma |
| 2023 |
Sur l'élaboration de meilleures techniques pour l'apprentissage auto-supervisé des représentations du code |
Maes, Lucas |
Sahraoui, Houari |
| 2023 |
An exploratory study of decision-focused learning for mutli-commodity network design in transportation |
Sugiarta, Wisang |
Frejinger, Emma |
| 2023 |
Fair vaccination strategies with influence maximization : a case study on COVID-19 |
Neophytou, Nicola |
Farnadi, Golnoosh |
| 2023 |
Weak core solution for the non-transferable utility kidney exchange game |
Collette, Raphaël |
Carvalho, Margarida |
| 2023 |
Neurobiologically-inspired models : exploring behaviour prediction, learning algorithms, and reinforcement learning |
Spinney, Sean |
Rish, Irina; Conrod, Patricia |
| 2023 |
Conditional generative modeling for images, 3D animations, and video |
Voleti, Vikram |
Pal, Christopher |
| 2023 |
Towards combining deep learning and statistical relational learning for reasoning on graphs |
Qu, Meng |
Tang, Jian |
| 2023 |
A multi-agent nudge-based approach for disclosure mitigation online |
Ben Salem, Rim |
Aïmeur, Esma |
| 2023 |
Predicting viral respiratory tract infections using wearable garment biosensors |
Jlassi, Oussama |
Dixon, Philippe |
| 2023 |
Coordination in generative modeling, automatic differentiation and multi-agent learning |
Cooijmans, Tim M.E. |
Courville, Aaron |
| 2023 |
Vers la mitigation des biais en traitement neuronal des langues |
Le Berre, Guillaume |
Langlais, Philippe; Cerisara, Christophe |
| 2023 |
Rethinking continual learning approach and study out-of-distribution generalization algorithms |
Laleh, Touraj |
Rish, Irina |
| 2023 |
Amélioration des messages d'erreurs Typer par algorithme génétique |
Fall, Ismaïla |
Monnier, Stefan |
| 2023 |
Learning and planning with noise in optimization and reinforcement learning |
Thomas, Valentin |
Bengio, Yoshua; Le Roux, Nicolas |
| 2023 |
Finer grained evaluation methods for better understanding of deep neural network representations |
Bordes, Florian |
Vincent, Pascal |
| 2023 |
Towards privacy-preserving and fairness-enhanced item ranking in recommender systems |
Sun, Jia Ao |
Aïmeur, Esma; Farnadi, Golnoosh |
| 2023 |
Automatic symbolic melody generation from lyrics |
Xie, Yifan |
Nie, Jian-Yun |
| 2023 |
Sur l’application de la structure de graphes pour le calcul automatique de nombres de reproduction dans les modèles à compartiments déterministes |
Simard, Alexandre |
Rish, Irina; Bélair, Jacques |
| 2023 |
AI-based modeling of brain and behavior : combining neuroimaging, imitation learning and video games |
Kemtur, Anirudha |
Bellec, Pierre-Louis
; Jerbi, Karim |
| 2023 |
Parameter-efficient modeling and robust automatic evaluation of image captioning |
Ahmadi, Saba |
Agrawal, Aishwarya |
| 2023 |
Apprentissage de stratégies de calcul adaptatives pour les réseaux neuronaux profonds |
Kamanda, Aton |
Sahraoui, Houari |