| 2024 |
Self-supervision for reinforcement learning |
Anand, Ankesh |
Courville, Aaron |
| 2024 |
Generative models, theory and applications |
Askari Hemmat, Reyhane |
Mitliagkas, Ioannis; Le Roux, Nicolas |
| 2024 |
Modelling and evolving design-time uncertainty |
Sahyouni, Charbel |
Famelis, Michalis |
| 2024 |
The role of continual learning and adaptive computation in improving computational efficiency of deep learning |
Gupta, Kshitij |
Anbil Parthipan, Sarath Chandar; Rish, Irina |
| 2024 |
Scalable and robust fog-computing design & dimensioning in dynamic, trustless smart cities |
Sanchez-Martinez, Ismael |
Hafid, Abdelhakim ; Gendreau, Michel |
| 2024 |
Promoting robustness and compositionality in machine learning with insights from cognitive bottlenecks |
Vani, Ankit |
Courville, Aaron |
| 2024 |
Learning optimizers for communication-efficient distributed learning |
Joseph, Charles-Étienne |
Belilovsky, Eugene |
| 2024 |
An investigation of weight perturbation for mitigating Spurious Correlations |
Nobahari, Rozhin |
Lacoste-Julien, Simon |
| 2024 |
Towards systematic generalization through meta-learning modular architectures and improving generative flow networks |
Madan, Kanika |
Bengio, Yoshua |
| 2024 |
FACTS-ON : Fighting Against Counterfeit Truths in Online social Networks : fake news, misinformation and disinformation |
Amri, Sabrine |
Aïmeur, Esma |
| 2024 |
Exploring multivariate adaptations of the Lag-Llama univariate time series forecasting approach |
Khorasani, Arian |
Rish, Irina |
| 2024 |
HarmonyCo : développement d'une bibliothèque Python pour le calcul optimisé de la médiane de permutations |
Rabah, Ahmed Imed Eddine |
Hamel, Sylvie |
| 2024 |
The equivalence of contrastive learning and graph convolution in collaborative filtering |
Wu, Yihong |
Nie, Jian-Yun |
| 2024 |
Beyond top line metrics : understanding the trade-off between model size and generalization properties |
Hooker, Sara |
Courville, Aaron; Larochelle, Hugo |
| 2024 |
Beyond the status quo in deep reinforcement learning |
Agarwal, Rishabh |
Courville, Aaron; Gendron-Bellemare, Marc |
| 2024 |
Deep learning applications to climate change mitigation |
Schmidt, Victor |
Bengio, Yoshua |
| 2024 |
Identifying latent structures in data |
Lachapelle, Sébastien |
Lacoste-Julien, Simon |
| 2024 |
Learning representations for reasoning : generalizing across diverse structures |
Zhu, Zhaocheng |
Tang, Jian |
| 2024 |
On PI controllers for updating lagrange multipliers in constrained optimization |
Sohrabi, Motahareh |
Lacoste-Julien, Simon |
| 2024 |
Towards human-AI co-creation for Hindustani music : modeling and interaction |
Shikarpur, Nithya |
Huang, Anna |
| 2024 |
Geometric-aware models for protein design |
Wang, Chuanrui |
Tang, Jian |
| 2024 |
Génération de données synthétiques pour l'adaptation hors-domaine non-supervisée en réponse aux questions : méthodes basées sur des règles contre réseaux de neurones |
Duran, Juan Felipe |
Langlais, Philippe |
| 2024 |
Aligning language models to code : exploring efficient, temporal, and preference alignment for code generation |
Weyssow, Martin |
Sahraoui, Houari |
| 2024 |
The shifting landscape of data : learning to tame distributional shifts |
Ibrahim, Adam |
Mitliagkas, Ioannis; Rish, Irina |
| 2024 |
Self-play for human-agent communication |
Gupta, Abhinav |
Pal, Christopher |
| 2024 |
Enhancing agent learning through world dynamics modeling |
Sun, Zhiyuan |
Liu, Bang |
| 2024 |
Distributed fog load balancing to support IoT applications : a reinforcement learning approach |
Ebrahim, Maad |
Hafid, Abdelhakim |
| 2024 |
Understanding our 3D world via generative modeling |
Liu, Zhen |
Paull, Liam; Bengio, Yoshua |
| 2024 |
Rule-based data augmentation for document-level medical concept extraction |
Shao, Qiwei |
Nie, Jian-Yun |
| 2024 |
Building intuitive reinforcement learning algorithms |
D'Oro, Pierluca |
Gendron-Bellemare, Marc; Bacon, Pierre-Luc |
| 2024 |
Parameter, experience, and compute efficient deep reinforcement learning |
Nikishin, Evgenii |
Bacon, Pierre-Luc; Courville, Aaron |
| 2024 |
Towards efficient and effective preference alignment for large language models |
Thakkar, Megh Vipul |
Anbil Parthipan, Sarath Chandar
|
| 2024 |
A LiDAR and Camera Based Convolutional Neural Network for the Real-Time Identification of Walking Terrain |
Whipps, David |
Dixon, Philippe; Rish, Irina |
| 2024 |
Dynamic capacities and priorities in stable matching |
Bobbio, Federico |
Carvalho, Margarida |
| 2024 |
Détection universelle des images synthétiques générées par les modèles de diffusion |
Bourega, Khadidja Yasmine |
Aïmeur, Esma |
| 2024 |
Searching for Q* |
Piché, Alexandre |
Pal, Christopher |
| 2023 |
Domain-specific differencing and merging of models |
Zadahmad Jafarloiu, Manouchehr |
Syriani, Eugene |
| 2023 |
Emergence of language-like latents in deep neural networks |
Lu, Yuchen |
Courville, Aaron |
| 2023 |
Automatic symbolic melody generation from lyrics |
Xie, Yifan |
Nie, Jian-Yun |
| 2023 |
On choice models in the context of MDPs |
Mohammadpour, Sobhan |
Frejinger, Emma; Bacon, Pierre-Luc |
| 2023 |
ZeroAbuse, a serious game to prevent child maltreatment |
Cevallos, Lissethy |
Aïmeur, Esma |
| 2023 |
Enhancing cybersecurity awareness through educational games : design of an adaptive visual novel game |
Bouzegza, Firdaous |
Aïmeur, Esma |
| 2023 |
Learned interpreters : structural and learned systematicity in neural networks for program execution |
Bieber, David |
Larochelle, Hugo; Tarlow, Daniel |
| 2023 |
Multi-attribute deterministic and stochastic two echelon location routing problems |
Escobar Vargas, David |
Crainic, Teodor Gabriel; Rei, Walter |
| 2023 |
Reasoning with structure : graph neural networks algorithms and applications |
Deac, Andreea-Ioana |
Tang, Jian |
| 2023 |
Deep learning algorithms for database-driven peptide search |
Zumer, Jeremie |
Lemieux, Sébastien |
| 2023 |
Improving predictive behavior under distributional shift |
Ahmed, Faruk |
Courville, Aaron |
| 2023 |
Sequential decision modeling in uncertain conditions |
Kastner, Kyle |
Courville, Aaron |
| 2023 |
Co-simulation for controlled environment agriculture |
Archambault, Pascal |
Syriani, Eugene; Sahraoui, Houari |
| 2023 |
Advances in uncertainty modelling : from epistemic uncertainty estimation to generalized generative flow networks |
Lahlou, Salem |
Bengio, Yoshua |