| 2023 |
Toward trustworthy deep learning : out-of-distribution generalization and few-shot learning |
Gagnon-Audet, Jean-Christophe |
Dumas, Guillaume; Rish, Irina |
| 2023 |
Probability flows in deep learning |
Huang, Chin-Wei |
Courville, Aaron |
| 2023 |
Small batch deep reinforcement learning |
Obando-Ceron, Johan Samir |
Castro, Pablo Samuel; Gendron-Bellemare, Marc |
| 2023 |
Domain-specific differencing and merging of models |
Zadahmad Jafarloiu, Manouchehr |
Syriani, Eugene |
| 2023 |
Computational modeling and design of nonlinear mechanical systems and materials |
Tang, Pengbin |
Thomaszewski, Bernhard |
| 2023 |
Estimation de cartes d'énergie du bruit apériodique de la marche humaine avec une caméra de profondeur pour la détection de pathologies et modèles légers de détection d'objets saillants basés sur l'opposition de couleurs |
Ndayikengurukiye, Didier |
Mignotte, Max |
| 2023 |
Traitement automatique du langage naturel pour les textes juridiques : prédiction de verdict et exploitation de connaissances du domaine |
Salaün, Olivier |
Langlais, Philippe |
| 2023 |
Data-driven optimization of bus schedules under uncertainties |
Ricard, Léa |
Lodi, Andrea; Desaulniers, Guy; Rousseau, Louis-Martin |
| 2023 |
Improving predictive behavior under distributional shift |
Ahmed, Faruk |
Courville, Aaron |
| 2023 |
Deep learning algorithms for database-driven peptide search |
Zumer, Jeremie |
Lemieux, Sébastien |
| 2022 |
Adversarial games in machine learning : challenges and applications |
Berard, Hugo |
Vincent, Pascal; Lacoste-Julien, Simon |
| 2022 |
Développement d’un serveur LSP pour Typer |
Soilihi, Ben Soilihi Boina |
Monnier, Stefan |
| 2022 |
Gestion manuelle et sécuritaire de la mémoire en Typer |
Génier, Simon |
Monnier, Stefan |
| 2022 |
Cyclopean optical flow |
Robles Hernández, Maria Fernanda |
Roy, Sébastien |
| 2022 |
Neural probabilistic path prediction : skipping paths for acceleration |
Peng, Bowen |
Poulin, Pierre |
| 2022 |
On iterated learning for task-oriented dialogue |
Singhal, Soumye |
Courville, Aaron |
| 2022 |
Generating graphical and projectional editors |
Ducoin, Aurélien |
Syriani, Eugene |
| 2022 |
Brain decoding of the Human Connectome Project Tasks in a Dense Individual fMRI Dataset |
Rastegarnia, Shima |
Bellec, Pierre-Louis |
| 2022 |
Improving information subsampling with local inhibition |
Piché, Marc-André |
Rish, Irina |
| 2022 |
Résolution d’un problème de collecte et livraison dynamique sur un réseau routier avec temps de parcours variables |
Caron, Félix |
Potvin, Jean-Yves; Gendreau, Michel |
| 2022 |
Taxonomy of datasets in graph learning : a data-driven approach to improve GNN benchmarking |
Cantürk, Semih |
Wolf, Guy |
| 2022 |
Agent abstraction in multi-agent reinforcement learning |
Memarian, Amin |
Rish, Irina |
| 2022 |
On the VC-dimension of Tensor Networks |
Khavari, Behnoush |
Rabusseau, Guillaume |
| 2022 |
Autoencoders for natural language semantics |
Bosc, Tom |
Vincent, Pascal |
| 2022 |
Re-weighted softmax cross-entropy to control forgetting in federated learning |
Legate, Gwendolyne |
Belilovsky, Eugene |
| 2022 |
Incorporating health factors into food recommendation : experiments on real-world data from a weight-loss app |
Ling, Yabo |
Nie, Jian-Yun |
| 2022 |
A personality aware recommendation system |
Elourajini, Fahed |
Aïmeur, Esma |
| 2022 |
Accelerated algorithms for temporal difference learning methods |
Rankawat, Anushree |
Bacon, Pierre-Luc |
| 2022 |
Dynamics of learning and generalization in neural networks |
Pezeshki, Mohammad |
Lajoie, Guillaume; Bengio, Yoshua |
| 2022 |
Latent data augmentation and modular structure for improved generalization |
Lamb, Alexander |
Bengio, Yoshua |
| 2022 |
From specialists to generalists : inductive biases of deep learning for higher level cognition |
Goyal, Anirudh |
Bengio, Yoshua |
| 2022 |
Contributions to generative models and their applications |
Che, Tong |
Bengio, Yoshua |
| 2022 |
Segmentation des images radiographiques à rayon-X basée sur la fusion entropique et Reconstruction 3D biplanaire des os basée sur la modélisation statistique non-linéaire |
Nguyen, Dac Cong Tai |
Mignotte, Max; Lavoie, Frédéric |
| 2022 |
Renormalization group theory, scaling laws and deep learning |
Haggi Mani, Parviz |
Rish, Irina |
| 2022 |
Adaptive learning of tensor network structures |
Hashemizadehaghda, Seyed Meraj |
Rabusseau, Guillaume |
| 2022 |
Mixed-integer programming representation for symmetrical partition function form games |
Pepin, Justine |
Carvalho, Margarida; Sankaranarayanan, Sriram |
| 2022 |
Reinforcement learning applied to the real world : uncertainty, sample efficiency, and multi-agent coordination |
Mai, Vincent |
Paull, Liam |
| 2022 |
Measuring RocksDB performance and adaptive sampling for model estimation |
Laprés-Chartrand, Jean |
Bastin, Fabian |
| 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 |
Benchmarking bias mitigation algorithms in representation learning through fairness metrics |
Reddy, Charan |
Anbil Parthipan, Sarath Chandar |
| 2022 |
Imitation from observation using behavioral learning |
Djeafea Sonwa, Medric B. |
Belilovsky, Eugene |
| 2022 |
Semi-transparent textures based on opaque and transparent texels augmented with a thickness |
David-Babin, Mathieu |
Poulin, Pierre |
| 2022 |
Personalized fake news aware recommendation system |
Sallami, Dorsaf |
Aïmeur, Esma |
| 2022 |
Generalization in federated learning |
Tenison, Irene |
Rish, Irina; Belilovsky, Eugene |
| 2022 |
Advances in generative models for dynamic scenes |
Castrejon Subira, Lluis Enric |
Courville, Aaron; Ballas, Nicolas |
| 2022 |
Regroupement de textes avec des approches simples et efficaces exploitant la représentation vectorielle contextuelle SBERT |
Petricevic, Uros |
Langlais, Philippe |
| 2022 |
Attention, concentration, and distraction measure using EEG and eye tracking in virtual reality |
Zarour, Mahdi |
Frasson, Claude |
| 2022 |
Problem hierarchies in continual learning |
Normandin, Fabrice |
Rish, Irina |
| 2022 |
DS-Fake : a data stream mining approach for fake news detection |
Mputu Boleilanga, Henri-Cedric |
Aïmeur, Esma |
| 2022 |
Differentiable world programs |
Jatavallabhul, Krishna Murthy |
Paull, Liam |