152 citations
Counting papers with at most 25 authors, so collaboration author lists do not stand in for the people here.
- Polytechnique MontréalCA27 papers
- HEC MontréalCA13 papers
- McGill UniversityCA9 papers
- Université de MontréalCA6 papers
- Mila - Quebec Artificial Intelligence InstituteCA5 papers
- Université de SherbrookeCA4 papers
- Centre National de la Recherche ScientifiqueFR3 papers
- Université Fédérale de Toulouse Midi-PyrénéesFR3 papers
- University of EdinburghGB3 papers
- Kyoto UniversityJP2 papers
- Laboratoire des Sciences du Numérique de NantesFR2 papers
- Laboratoire des Sciences pour la Conception, l'Optimisation et la ProductionFR2 papers
3 papers · 1 filter
Modeling Hierarchical Spaces: A Review and Unified Framework for Surrogate-Based Architecture Design
Paul Saves, Edward Hallé-Hannan, Jasper Bussemaker +2
Simulation-based problems involving mixed-variable inputs frequently feature domains that are hierarchical, conditional, heterogeneous, or tree-structured. These characteristics po…
A Theoretical Justification for Asymmetric Actor-Critic Algorithms
Gaspard Lambrechts, Damien Ernst, Aditya Mahajan
In reinforcement learning for partially observable environments, many successful algorithms have been developed within the asymmetric learning paradigm. This paradigm leverages add…
HyperNOMAD: Hyperparameter optimization of deep neural networks using mesh adaptive direct search
Dounia Lakhmiri, Sébastien Le Digabel, Christophe Tribes
The performance of deep neural networks is highly sensitive to the choice of the hyperparameters that define the structure of the network and the learning process. When facing a ne…