output
20242026
researchers with a paper here

Counting papers with at most 25 authors, so collaboration author lists do not stand in for the people here.

collaborating institutions

5 papers

cs.DB2026

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…

cs.LG2026

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…

stat.ML2026

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…

cs.LG2025

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…

cs.AI2024

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…