| 2023 |
Deep networks training and generalization: insights from linearization |
George, Thomas |
Vincent, Pascal; Lajoie, Guillaume |
| 2023 |
Towards adaptive deep model-based reinforcement learning |
Rahimi-Kalahroudi, Ali |
Anbil Parthipan, Sarath Chandar |
| 2023 |
Learning and planning with noise in optimization and reinforcement learning |
Thomas, Valentin |
Bengio, Yoshua; Le Roux, Nicolas |
| 2023 |
Towards combining deep learning and statistical relational learning for reasoning on graphs |
Qu, Meng |
Tang, Jian |
| 2023 |
Neurobiologically-inspired models : exploring behaviour prediction, learning algorithms, and reinforcement learning |
Spinney, Sean |
Rish, Irina; Conrod, Patricia |
| 2023 |
Représentations géométriques de détails fins pour la simulation d’éclairage |
Tamisier, Elsa |
Poulin, Pierre; Meneveaux, Daniel |
| 2023 |
Enhancing cybersecurity awareness through educational games : design of an adaptive visual novel game |
Bouzegza, Firdaous |
Aïmeur, Esma |
| 2023 |
Efficient reformulations for deterministic and choice-based network design problems |
Legault, Robin |
Frejinger, Emma; Côté, Jean-François |
| 2023 |
Differentiable best response shaping |
Aghajohari, Milad |
Courville, Aaron |
| 2023 |
Sequential decision modeling in uncertain conditions |
Kastner, Kyle |
Courville, Aaron |
| 2023 |
Analysis of the human corneal shape with machine learning |
Bouazizi, Hala |
Meunier, Jean |
| 2023 |
Improving predictive behavior under distributional shift |
Ahmed, Faruk |
Courville, Aaron |
| 2023 |
Learned interpreters : structural and learned systematicity in neural networks for program execution |
Bieber, David |
Larochelle, Hugo; Tarlow, Daniel |
| 2023 |
Reasoning with structure : graph neural networks algorithms and applications |
Deac, Andreea-Ioana |
Tang, Jian |
| 2023 |
On impact of mixing times in continual reinforcement learning |
Raparthy, Sharath Chandra |
Rish, Irina |
| 2023 |
Multi-attribute deterministic and stochastic two echelon location routing problems |
Escobar Vargas, David |
Crainic, Teodor Gabriel; Rei, Walter |
| 2023 |
ZeroAbuse, a serious game to prevent child maltreatment |
Cevallos, Lissethy |
Aïmeur, Esma |
| 2023 |
Detecting pre-error states and process deviations resulting from cognitive overload in aircraft pilots |
Pietracupa, Massimo |
Frasson, Claude |
| 2023 |
Co-simulation for controlled environment agriculture |
Archambault, Pascal |
Syriani, Eugene; Sahraoui, Houari |
| 2023 |
Training large multimodal language models with ethical values |
Roger, Alexis |
Aïmeur, Esma; Rish, Irina |
| 2023 |
Towards an extension of causal discovery with generative flow networks to latent variables models |
Manta, Dragos Cristian |
Bengio, Yoshua |
| 2023 |
Predicting stock market trends using time-series classification with dynamic neural networks |
Mocanu, Remus |
Rish, Irina |
| 2023 |
A multi-agent nudge-based approach for disclosure mitigation online |
Ben Salem, Rim |
Aïmeur, Esma |
| 2023 |
Detection, recuperation and cross-subject classification of mental fatigue |
Hajj Assaf, Alyssa |
Frasson, Claude |
| 2023 |
Deep learning algorithms for database-driven peptide search |
Zumer, Jeremie |
Lemieux, Sébastien |
| 2023 |
Analysis and evaluation of the pilot attentional model |
Ghaderi, Maryam |
Frasson, Claude |
| 2023 |
Remote sensing representation learning for a species distribution modeling case study |
Elkafrawy, Sara |
Larochelle, Hugo; Charlin, Laurent |
| 2023 |
Domain-specific differencing and merging of models |
Zadahmad Jafarloiu, Manouchehr |
Syriani, Eugene |
| 2023 |
Entanglement-assisted communication complexity and nonlocal games |
Lalonde, Olivier |
Brassard, Gilles; Dupuis, Frédéric |
| 2023 |
Multi-task learning for joint diagnosis of CNVs and psychiatric conditions from rs-fMRI |
Harvey, Annabelle |
Bellec, Pierre-Louis; Jacquemont, Sébastien; Dumas, Guillaume |
| 2023 |
Emergence of language-like latents in deep neural networks |
Lu, Yuchen |
Courville, Aaron |
| 2024 |
Searching for Q* |
Piché, Alexandre |
Pal, Christopher |
| 2024 |
An investigation of weight perturbation for mitigating Spurious Correlations |
Nobahari, Rozhin |
Lacoste-Julien, Simon |
| 2024 |
Advancing adversarial robustness with feature desensitization and synthesized data |
Bayat, Reza |
Rish, Irina; Bashivan, Pouya |
| 2024 |
Beyond top line metrics : understanding the trade-off between model size and generalization properties |
Hooker, Sara |
Courville, Aaron; Larochelle, Hugo |
| 2024 |
Aligning language models to code : exploring efficient, temporal, and preference alignment for code generation |
Weyssow, Martin |
Sahraoui, Houari |
| 2024 |
FACTS-ON : Fighting Against Counterfeit Truths in Online social Networks : fake news, misinformation and disinformation |
Amri, Sabrine |
Aïmeur, Esma |
| 2024 |
Learning representations for reasoning : generalizing across diverse structures |
Zhu, Zhaocheng |
Tang, Jian |
| 2024 |
Towards efficient large language models : training low-bitwidth variants and low-rank decomposition of pretrained models |
Vaidhya, Tejas |
Rish, Irina |
| 2024 |
Scalable and robust fog-computing design & dimensioning in dynamic, trustless smart cities |
Sanchez-Martinez, Ismael |
Hafid, Abdelhakim ; Gendreau, Michel |