2023 |
Towards adaptive deep model-based reinforcement learning |
Rahimi-Kalahroudi, Ali |
Anbil Parthipan, Sarath Chandar |
2023 |
Towards an extension of causal discovery with generative flow networks to latent variables models |
Manta, Dragos Cristian |
Bengio, Yoshua |
2023 |
Learned interpreters : structural and learned systematicity in neural networks for program execution |
Bieber, David |
Larochelle, Hugo; Tarlow, Daniel |
2023 |
On choice models in the context of MDPs |
Mohammadpour, Sobhan |
Frejinger, Emma; Bacon, Pierre-Luc |
2023 |
AI for molecule discovery with multi-modal knowledge |
Liu, Shengchao |
Tang, Jian |
2023 |
Differentiable best response shaping |
Aghajohari, Milad |
Courville, Aaron |
2023 |
Apprentissage de stratégies de calcul adaptatives pour les réseaux neuronaux profonds |
Kamanda, Aton |
Sahraoui, Houari |
2023 |
Vers la mitigation des biais en traitement neuronal des langues |
Le Berre, Guillaume |
Langlais, Philippe; Cerisara, Christophe |
2023 |
Weak core solution for the non-transferable utility kidney exchange game |
Collette, Raphaël |
Carvalho, Margarida |
2023 |
Sur l'élaboration de meilleures techniques pour l'apprentissage auto-supervisé des représentations du code |
Maes, Lucas |
Sahraoui, Houari |
2023 |
Multi-task learning for joint diagnosis of CNVs and psychiatric conditions from rs-fMRI |
Harvey, Annabelle |
Bellec, Pierre; Jacquemont, Sébastien; Dumas, Guillaume |
2023 |
FETA : fairness enforced verifying, training, and predicting algorithms for neural networks |
Mohammadi, Kiarash |
Farnadi, Golnoosh |
2023 |
Investigating intra and inter-subject performance with deep learning for gait on irregular surfaces |
Lam, Guillaume |
Dixon, Philippe |
2023 |
Reasoning with structure : graph neural networks algorithms and applications |
Deac, Andreea-Ioana |
Tang, Jian |
2023 |
Fear prediction for training robust RL agents |
Gauthier, Charlie |
Paull, Liam |
2023 |
Emergence of language-like latents in deep neural networks |
Lu, Yuchen |
Courville, Aaron |
2023 |
Co-simulation for controlled environment agriculture |
Archambault, Pascal |
Syriani, Eugene; Sahraoui, Houari |
2023 |
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 |
ZeroAbuse, a serious game to prevent child maltreatment |
Cevallos, Lissethy |
Aïmeur, Esma |
2023 |
Multi-attribute deterministic and stochastic two echelon location routing problems |
Escobar Vargas, David |
Crainic, Teodor Gabriel; Rei, Walter |
2023 |
Conditional generative modeling for images, 3D animations, and video |
Voleti, Vikram |
Pal, Christopher |
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 |
Contextual cues for deep learning models of code |
Shrivastava, Disha |
Larochelle, Hugo; Tarlow, Daniel |
2023 |
Toward trustworthy deep learning : out-of-distribution generalization and few-shot learning |
Gagnon-Audet, Jean-Christophe |
Dumas, Guillaume; Rish, Irina |
2023 |
Fairness through domain awareness : mitigating popularity bias for music discovery |
Salganik, Rebecca |
Farnadi, Golnoosh |
2023 |
Remote sensing representation learning for a species distribution modeling case study |
Elkafrawy, Sara |
Larochelle, Hugo; Charlin, Laurent |
2023 |
Apprentissage de descripteurs locaux pour l’amélioration des systèmes de SLAM visuel |
Luttun, Johan |
Roy, Sébastien |
2023 |
Data-driven optimization of bus schedules under uncertainties |
Ricard, Léa |
Lodi, Andrea; Desaulniers, Guy; Rousseau, Louis-Martin |
2023 |
Optimizing vertical farming : control and scheduling algorithms for enhanced plant growth |
Vu, Cong Vinh |
Sahraoui, Houari; Syriani, Eugene |
2023 |
Sketch-based interactive shape deformation using shading isophotes |
Bolduc, Karl-Étienne |
Poulin, Pierre; Bessmeltsev, Mikhail |
2023 |
Maximum flow-based formulation for the optimal location of electric vehicle charging stations |
Parent, Pierre-Luc |
Carvalho, Margarida; Anjos, Miguel F. |
2023 |
Probability flows in deep learning |
Huang, Chin-Wei |
Courville, Aaron |
2023 |
Towards privacy-preserving and fairness-enhanced item ranking in recommender systems |
Sun, Jia Ao |
Aïmeur, Esma; Farnadi, Golnoosh |
2023 |
Traitement automatique du langage naturel pour les textes juridiques : prédiction de verdict et exploitation de connaissances du domaine |
Salaün, Olivier |
Langlais, Philippe |
2023 |
Towards a unified model for speech and language processing |
Ploujnikov, Artem |
Ravanelli, Mirco |
2022 |
Sample efficient reinforcement learning for biological sequence design |
Nouri, Padideh |
Bacon, Pierre-Luc |
2022 |
Génération de données : de l’anonymisation à la construction de populations synthétiques |
Jutras-Dubé, Pascal |
Bastin, Fabian; Morales, Manuel |
2022 |
Improving information subsampling with local inhibition |
Piché, Marc-André |
Rish, Irina |
2022 |
(Out-of-distribution?) : generalization in deep learning |
Caballero, Ethan |
Rish, Irina |
2022 |
Understanding, improving, and generalizing generative models |
Jolicoeur-Martineau, Alexia |
Mitliagkas, Ioannis |
2022 |
DS-Fake : a data stream mining approach for fake news detection |
Mputu Boleilanga, Henri-Cedric |
Aïmeur, Esma |
2022 |
Contributions to generative models and their applications |
Che, Tong |
Bengio, Yoshua |
2022 |
On iterated learning for task-oriented dialogue |
Singhal, Soumye |
Courville, Aaron |
2022 |
Dynamics of learning and generalization in neural networks |
Pezeshki, Mohammad |
Lajoie, Guillaume; Bengio, Yoshua |
2022 |
On the VC-dimension of Tensor Networks |
Khavari, Behnoush |
Rabusseau, Guillaume |
2022 |
Reinforcement learning applied to the real world : uncertainty, sample efficiency, and multi-agent coordination |
Mai, Vincent |
Paull, Liam |
2022 |
Taxonomy of datasets in graph learning : a data-driven approach to improve GNN benchmarking |
Cantürk, Semih |
Wolf, Guy |
2022 |
Brain decoding of the Human Connectome Project Tasks in a Dense Individual fMRI Dataset |
Rastegarnia, Shima |
Bellec, Pierre-Louis |
2022 |
City decision-making : optimization of the location and design of urban green spaces |
Leboeuf, Caroline |
Carvalho, Margarida |