| 2023 |
Maximum flow-based formulation for the optimal location of electric vehicle charging stations |
Parent, Pierre-Luc |
Carvalho, Margarida; Anjos, Miguel F. |
| 2023 |
Towards privacy-preserving and fairness-enhanced item ranking in recommender systems |
Sun, Jia Ao |
Aïmeur, Esma; Farnadi, Golnoosh |
| 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 |
Finer grained evaluation methods for better understanding of deep neural network representations |
Bordes, Florian |
Vincent, Pascal |
| 2023 |
Apprentissage de descripteurs locaux pour l’amélioration des systèmes de SLAM visuel |
Luttun, Johan |
Roy, Sébastien |
| 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 |
Traitement automatique du langage naturel pour les textes juridiques : prédiction de verdict et exploitation de connaissances du domaine |
Salaün, Olivier |
Langlais, Philippe |
| 2023 |
Deep learning on signals : discretization invariance, lossless compression and nonuniform compression |
Demeule, Léa |
Berseth, Glen |
| 2023 |
Data-driven optimization of bus schedules under uncertainties |
Ricard, Léa |
Lodi, Andrea; Desaulniers, Guy; Rousseau, Louis-Martin |
| 2023 |
Variations sur le protocole BB84 avec bases de polarisation secrètes |
Gazaille, Shany Xiye |
Brassard, Gilles; Salvail, Louis |
| 2023 |
Towards a unified model for speech and language processing |
Ploujnikov, Artem |
Ravanelli, Mirco |
| 2023 |
Remote sensing representation learning for a species distribution modeling case study |
Elkafrawy, Sara |
Larochelle, Hugo; Charlin, Laurent |
| 2023 |
Analysis and evaluation of the pilot attentional model |
Ghaderi, Maryam |
Frasson, Claude |
| 2023 |
Détection de tableaux dans des documents : une étude de TableBank |
Yockell, Eugénie |
Langlais, Philippe |
| 2023 |
Toward causal representation and structure learning |
Mansouri Tehrani, Sayed Mohammadamin |
Rish, Irina |
| 2023 |
Sequential decision modeling in uncertain conditions |
Kastner, Kyle |
Courville, Aaron |
| 2023 |
Small batch deep reinforcement learning |
Obando-Ceron, Johan Samir |
Castro, Pablo Samuel; Gendron-Bellemare, Marc |
| 2023 |
Predicting stock market trends using time-series classification with dynamic neural networks |
Mocanu, Remus |
Rish, Irina |
| 2023 |
Model-based hyperparameter optimization |
Crouther, Paul |
Bacon, Pierre-Luc |
| 2023 |
Few-shot prompt learning for automating model completion |
Ben-Chaaben, Meriem |
Sahraoui, Houari |
| 2023 |
Multi-task learning for joint diagnosis of CNVs and psychiatric conditions from rs-fMRI |
Harvey, Annabelle |
Bellec, Pierre-Louis; Jacquemont, Sébastien; Dumas, Guillaume |
| 2022 |
Game theoretical characterization of the multi-agent network expansion game |
Caye, Flore |
Carvalho, Margarida; Ngueveu, Sandra |
| 2022 |
Learning to compare nodes in branch and bound with graph neural networks |
Labassi, Abdel Ghani |
Lodi, Andrea; Chetelat, Didier |
| 2022 |
Contributions to generative models and their applications |
Che, Tong |
Bengio, Yoshua |
| 2022 |
Stabilizing Q-Learning for continuous control |
Hui, David Yu-Tung |
Bacon, Pierre-Luc; Courville, Aaron |
| 2022 |
Parametric Scattering Networks |
Gauthier, Shanel |
Rish, Irina; Wolf, Guy |
| 2022 |
Taxonomy of datasets in graph learning : a data-driven approach to improve GNN benchmarking |
Cantürk, Semih |
Wolf, Guy |
| 2022 |
Mixed-integer programming representation for symmetrical partition function form games |
Pepin, Justine |
Carvalho, Margarida; Sankaranarayanan, Sriram |
| 2022 |
Sample efficient reinforcement learning for biological sequence design |
Nouri, Padideh |
Bacon, Pierre-Luc |
| 2022 |
Incorporating health factors into food recommendation : experiments on real-world data from a weight-loss app |
Ling, Yabo |
Nie, Jian-Yun |
| 2022 |
On the VC-dimension of Tensor Networks |
Khavari, Behnoush |
Rabusseau, Guillaume |
| 2022 |
Benchmarking bias mitigation algorithms in representation learning through fairness metrics |
Reddy, Charan |
Anbil Parthipan, Sarath Chandar |
| 2022 |
Problem hierarchies in continual learning |
Normandin, Fabrice |
Rish, Irina |
| 2022 |
Stability-aware simplification of curve networks |
Neveu, William |
Bessmeltsev, Mikhail |
| 2022 |
Re-weighted softmax cross-entropy to control forgetting in federated learning |
Legate, Gwendolyne |
Belilovsky, Eugene |
| 2022 |
Deep geometric probabilistic models |
Xu, Minkai |
Tang, Jian |
| 2022 |
Traitement des données scRNA-seq issues de la technologie Drop-Seq : application à l’étude des réseaux transcriptionnels dans le cancer du sein |
David, Marjolaine |
Lemieux, Sébastien; Mader, Sylvie |
| 2022 |
Accelerated algorithms for temporal difference learning methods |
Rankawat, Anushree |
Bacon, Pierre-Luc |