- Universitas Widya Gama MalangID2 papers
- Institut de Mathématiques de ToulouseFR1 paper
- Institut National des Sciences Appliquées de ToulouseFR1 paper
- L'Alliance BoviteqCA1 paper
- Orange (France)FR1 paper
- Seattle Epidemiologic Information and Research CenterUS1 paper
- United Nations Children's FundUS1 paper
- Université de RennesFR1 paper
- Université Toulouse III - Paul SabatierFR1 paper
5 papers
Multimodal Embeddings for 3D Similarity Search in Semantic Web-of-Things Digital-Twin Platforms
Oussama Zaid, Romaric Gaudel, Hassan Thomas +2
Semantic Web of Things (SWoT) platforms model physical infrastructure as knowledge graphs typed against domain ontologies, enabling expressive structural and logical queries. Howev…
Proximal basin hopping: global optimization with guarantees
Guillaume Lauga, Cesare Molinari, Samuel Vaiter
Global optimization is a challenging problem, with plenty of algorithms displaying empirical success, but scarce theoretical backing. In this work, we propose a new theoretical fra…
PAC-Bayesian Generalization Guarantees for Fairness on Stochastic and Deterministic Classifiers
Julien Bastian, Benjamin Leblanc, Pascal Germain +5
Classical PAC generalization bounds on the prediction risk of a classifier are insufficient to provide theoretical guarantees on fairness when the goal is to learn models balancing…
Geometry-induced Regularization in Deep ReLU Neural Networks
Joachim Bona-Pellissier, François Malgouyres, François Bachoc
Neural networks with a large number of parameters often do not overfit, owing to implicit regularization that favors \lq good\rq{} networks. Other related and puzzling phenomena in…
Robust Detection of Synthetic Tabular Data under Schema Variability
G. Charbel N. Kindji, Elisa Fromont, Lina Maria Rojas-Barahona +1
The rise of powerful generative models has sparked concerns over data authenticity. While detection methods have been extensively developed for images and text, the case of tabular…