| 2022 |
Adversarial games in machine learning : challenges and applications |
Berard, Hugo |
Vincent, Pascal; Lacoste-Julien, Simon |
| 2022 |
Regroupement de textes avec des approches simples et efficaces exploitant la représentation vectorielle contextuelle SBERT |
Petricevic, Uros |
Langlais, Philippe |
| 2022 |
Parametric Scattering Networks |
Gauthier, Shanel |
Rish, Irina; Wolf, Guy |
| 2022 |
Generating graphical and projectional editors |
Ducoin, Aurélien |
Syriani, Eugene |
| 2022 |
Game theoretical characterization of the multi-agent network expansion game |
Caye, Flore |
Carvalho, Margarida; Ngueveu, Sandra |
| 2022 |
Differentiable world programs |
Jatavallabhul, Krishna Murthy |
Paull, Liam |
| 2022 |
Brain decoding of the Human Connectome Project Tasks in a Dense Individual fMRI Dataset |
Rastegarnia, Shima |
Bellec, Pierre-Louis |
| 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 |
Accelerated algorithms for temporal difference learning methods |
Rankawat, Anushree |
Bacon, Pierre-Luc |
| 2022 |
Problem hierarchies in continual learning |
Normandin, Fabrice |
Rish, Irina |
| 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 |
City decision-making : optimization of the location and design of urban green spaces |
Leboeuf, Caroline |
Carvalho, Margarida |
| 2022 |
Latent data augmentation and modular structure for improved generalization |
Lamb, Alexander |
Bengio, Yoshua |
| 2022 |
Cyclopean optical flow |
Robles Hernández, Maria Fernanda |
Roy, Sébastien |
| 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 |
Inductive biases for efficient information transfer in artificial networks |
Kerg, Giancarlo |
Lajoie, Guillaume; Bengio, Yoshua |
| 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 |
Vers la sécurité des conteneurs : les comprendre et les sécuriser |
Lapointe, Hugo B. |
Aïmeur, Esma |
| 2022 |
Local differentially private mechanisms for text privacy protection |
Mo, Fengran |
Nie, Jian-Yun |
| 2022 |
Contributions to generative models and their applications |
Che, Tong |
Bengio, Yoshua |
| 2022 |
Syntactic inductive biases for deep learning methods |
Shen, Yikang |
Courville, Aaron |
| 2022 |
Understanding, improving, and generalizing generative models |
Jolicoeur-Martineau, Alexia |
Mitliagkas, Ioannis |
| 2022 |
Taxonomy of datasets in graph learning : a data-driven approach to improve GNN benchmarking |
Cantürk, Semih |
Wolf, Guy |
| 2022 |
Towards meaningful and data-efficient learning : exploring GAN losses, improving few-shot benchmarks, and multimodal video captioning |
Huang, Gabriel |
Lacoste-Julien, Simon |
| 2022 |
Controllable music performance synthesis via hierarchical modelling |
Wu, Yusong |
Huang, Anna; Courville, Aaron |
| 2022 |
Deep geometric probabilistic models |
Xu, Minkai |
Tang, Jian |
| 2022 |
On the VC-dimension of Tensor Networks |
Khavari, Behnoush |
Rabusseau, Guillaume |
| 2022 |
On iterated learning for task-oriented dialogue |
Singhal, Soumye |
Courville, Aaron |
| 2022 |
Développement d’un serveur LSP pour Typer |
Soilihi, Ben Soilihi Boina |
Monnier, Stefan |
| 2022 |
(Out-of-distribution?) : generalization in deep learning |
Caballero, Ethan |
Rish, Irina |
| 2022 |
Évaluation de la charge mentale des pilotes en manœuvre aérienne |
Antoine, Maxime |
Frasson, Claude |
| 2022 |
Apprentissage d'atlas cellulaires par la méthode de Factorized embeddings |
Trofimov, Assya |
Lemieux, Sébastien; Perreault, Claude |
| 2022 |
Autoencoders for natural language semantics |
Bosc, Tom |
Vincent, Pascal |
| 2022 |
A stochastic integer programming approach to reserve staff scheduling with preferences |
Perreault-Lafleur, Carl |
Carvalho, Margarida; Desaulniers, Guy |
| 2022 |
Automatic taxonomy evaluation |
Gao, Tianjian |
Langlais, Philippe |
| 2022 |
Mixed-integer programming representation for symmetrical partition function form games |
Pepin, Justine |
Carvalho, Margarida; Sankaranarayanan, Sriram |
| 2022 |
Incorporating health factors into food recommendation : experiments on real-world data from a weight-loss app |
Ling, Yabo |
Nie, Jian-Yun |
| 2022 |
Accounting for variance and hyperparameter optimization in machine learning benchmarks |
Bouthillier, Xavier |
Vincent, Pascal |
| 2022 |
Une étude des graphes jumeaux via l'auto-abritement |
Gagnon, Alizée |
Hahn, Gena; Seamone, Benjamin |
| 2022 |
From specialists to generalists : inductive biases of deep learning for higher level cognition |
Goyal, Anirudh |
Bengio, Yoshua |
| 2022 |
Semi-transparent textures based on opaque and transparent texels augmented with a thickness |
David-Babin, Mathieu |
Poulin, Pierre |
| 2022 |
Gestion manuelle et sécuritaire de la mémoire en Typer |
Génier, Simon |
Monnier, Stefan |
| 2022 |
Benchmarking bias mitigation algorithms in representation learning through fairness metrics |
Reddy, Charan |
Anbil Parthipan, Sarath Chandar |
| 2022 |
Attention, concentration, and distraction measure using EEG and eye tracking in virtual reality |
Zarour, Mahdi |
Frasson, Claude |
| 2022 |
Reinforcement learning applied to the real world : uncertainty, sample efficiency, and multi-agent coordination |
Mai, Vincent |
Paull, Liam |
| 2022 |
DS-Fake : a data stream mining approach for fake news detection |
Mputu Boleilanga, Henri-Cedric |
Aïmeur, Esma |
| 2022 |
Stabilizing Q-Learning for continuous control |
Hui, David Yu-Tung |
Bacon, Pierre-Luc; Courville, Aaron |
| 2022 |
Dynamics of learning and generalization in neural networks |
Pezeshki, Mohammad |
Lajoie, Guillaume; Bengio, Yoshua |
| 2022 |
Imitation from observation using behavioral learning |
Djeafea Sonwa, Medric B. |
Belilovsky, Eugene |