2023-11 |
Fairness through domain awareness : mitigating popularity bias for music discovery |
Salganik, Rebecca |
Farnadi, Golnoosh |
2023-11 |
Small batch deep reinforcement learning |
Obando-Ceron, Johan Samir |
Castro, Pablo Samuel; Bellemare, Marc |
2023-11 |
Neurobiologically-inspired models : exploring behaviour prediction, learning algorithms, and reinforcement learning |
Spinney, Sean |
Rish, Irina; Conrod, Patricia |
2023-10 |
Parameter-efficient modeling and robust automatic evaluation of image captioning |
Ahmadi, Saba |
Agrawal, Aishwarya |
2023-10 |
On choice models in the context of MDPs |
Mohammadpour, Sobhan |
Frejinger, Emma; Bacon, Pierre-Luc |
2023-10 |
Optimizing vertical farming : control and scheduling algorithms for enhanced plant growth |
Vu, Cong Vinh |
Sahraoui, Houari; Syriani, Eugene |
2023-10 |
Représentations géométriques de détails fins pour la simulation d’éclairage |
Tamisier, Elsa |
Poulin, Pierre; Meneveaux, Daniel |
2023-10 |
Multi-attribute deterministic and stochastic two echelon location routing problems |
Escobar Vargas, David |
Crainic, Teodor Gabriel; Rei, Walter |
2023-10 |
Training large multimodal language models with ethical values |
Roger, Alexis |
Aïmeur, Esma; Rish, Irina |
2023-10 |
Probability flows in deep learning |
Huang, Chin-Wei |
Courville, Aaron |
2023-10 |
Predicting viral respiratory tract infections using wearable garment biosensors |
Jlassi, Oussama |
Dixon, Philippe |
2023-09 |
Deep learning algorithms for database-driven peptide search |
Zumer, Jeremie |
Lemieux, Sébastien |
2023-09 |
Contextual cues for deep learning models of code |
Shrivastava, Disha |
Larochelle, Hugo; Tarlow, Daniel |
2023-09 |
Predicting stock market trends using time-series classification with dynamic neural networks |
Mocanu, Remus |
Rish, Irina |
2023-08 |
Few-shot prompt learning for automating model completion |
Ben-Chaaben, Meriem |
Sahraoui, Houari |
2023-08 |
Reasoning with structure : graph neural networks algorithms and applications |
Deac, Andreea-Ioana |
Tang, Jian |
2023-08 |
Advances in uncertainty modelling : from epistemic uncertainty estimation to generalized generative flow networks |
Lahlou, Salem |
Bengio, Yoshua |
2023-08 |
Analysis and evaluation of the pilot attentional model |
Ghaderi, Maryam |
Frasson, Claude |
2023-08 |
Méthodes d'évaluation en extraction d'information ouverte |
Lamarche, Fabrice |
Langlais, Philippe |
2023-08 |
Improving predictive behavior under distributional shift |
Ahmed, Faruk |
Courville, Aaron |
2023-08 |
Remote sensing representation learning for a species distribution modeling case study |
Elkafrawy, Sara |
Larochelle, Hugo; Charlin, Laurent |
2023-08 |
Finer grained evaluation methods for better understanding of deep neural network representations |
Bordes, Florian |
Vincent, Pascal |
2023-08 |
Co-simulation for controlled environment agriculture |
Archambault, Pascal |
Syriani, Eugene; Sahraoui, Houari |
2023-08 |
Sequential decision modeling in uncertain conditions |
Kastner, Kyle |
Courville, Aaron |
2023-08 |
Coordination in generative modeling, automatic differentiation and multi-agent learning |
Cooijmans, Tim M.E. |
Courville, Aaron |
2023-08 |
Toward causal representation and structure learning |
Mansouri Tehrani, Sayed Mohammadamin |
Rish, Irina |
2023-08 |
A multi-agent nudge-based approach for disclosure mitigation online |
Ben Salem, Rim |
Aïmeur, Esma |
2023-08 |
Weak core solution for the non-transferable utility kidney exchange game |
Collette, Raphaël |
Carvalho, Margarida |
2023-08 |
Automatic symbolic melody generation from lyrics |
Xie, Yifan |
Nie, Jian-Yun |
2023-08 |
Low-resource suicide ideation and depression detection with multitask learning and large language models |
Breau, Pierre-William |
Liu, Bang; Nie, Jian-Yun |
2023-08 |
Maximum flow-based formulation for the optimal location of electric vehicle charging stations |
Parent, Pierre-Luc |
Carvalho, Margarida; Anjos, Miguel F. |
2023-08 |
Entanglement-assisted communication complexity and nonlocal games |
Lalonde, Olivier |
Brassard, Gilles; Dupuis, Frédéric |
2023-08 |
Rethinking continual learning approach and study out-of-distribution generalization algorithms |
Laleh, Touraj |
Rish, Irina |
2023-08 |
Efficient reformulations for deterministic and choice-based network design problems |
Legault, Robin |
Frejinger, Emma; Côté, Jean-François |
2023-08 |
An exploratory study of decision-focused learning for mutli-commodity network design in transportation |
Sugiarta, Wisang |
Frejinger, Emma |
2023-08 |
Towards adaptive deep model-based reinforcement learning |
Rahimi-Kalahroudi, Ali |
Anbil Parthipan, Sarath Chandar |
2023-07 |
Sur l'élaboration de meilleures techniques pour l'apprentissage auto-supervisé des représentations du code |
Maes, Lucas |
Sahraoui, Houari |
2023-07 |
Conditional generative modeling for images, 3D animations, and video |
Voleti, Vikram |
Pal, Christopher |
2023-07 |
AI for molecule discovery with multi-modal knowledge |
Liu, Shengchao |
Tang, Jian |
2023-07 |
Differentiable best response shaping |
Aghajohari, Milad |
Courville, Aaron |
2023-07 |
Apprentissage de stratégies de calcul adaptatives pour les réseaux neuronaux profonds |
Kamanda, Aton |
Sahraoui, Houari |
2023-07 |
Deep learning on signals : discretization invariance, lossless compression and nonuniform compression |
Demeule, Léa |
Berseth, Glen |
2023-07 |
Towards privacy-preserving and fairness-enhanced item ranking in recommender systems |
Sun, Jia Ao |
Aïmeur, Esma; Farnadi, Golnoosh |
2023-07 |
AI-based modeling of brain and behavior : combining neuroimaging, imitation learning and video games |
Kemtur, Anirudha |
Bellec, Pierre; Jerbi, Karim |
2023-07 |
La reconnaissance automatique des brins complémentaires : leçons concernant les habiletés des algorithmes d'apprentissage automatique en repliement des acides ribonucléiques |
Chasles, Simon |
Major, François |
2023-07 |
Adding hygiene to gambit scheme |
Doucet, Antoine |
Feeley, Marc |
2023-07 |
Learned interpreters : structural and learned systematicity in neural networks for program execution |
Bieber, David |
Larochelle, Hugo; Tarlow, Daniel |
2023-06 |
Data-driven optimization of bus schedules under uncertainties |
Ricard, Léa |
Lodi, Andrea; Desaulniers, Guy; Rousseau, Louis-Martin |
2023-06 |
Learning and planning with noise in optimization and reinforcement learning |
Thomas, Valentin |
Bengio, Yoshua; Le Roux, Nicolas |
2023-06 |
Towards the reduction of greenhouse gas emissions : models and algorithms for ridesharing and carbon capture and storage |
Homsi, Gabriel |
Jena, Sanjay Dominik |