38 citations
- Université Paris-SaclayFR3 papers
- Laboratoire Pluridisciplinaire de Recherche en Ingénierie des Systèmes, Mécanique et EnergétiqueFR2 papers
- Anstalt für Verbrennungskraftmaschinen List (Austria)AT1 paper
- CEA Paris-Saclay - Etablissement de SaclayFR1 paper
- Centre BorelliFR1 paper
- Centre Inria de l'Université de LilleFR1 paper
- Engie (United States)US1 paper
- Institut national de recherche en sciences et technologies du numériqueFR1 paper
- Laboratoire de Physique des PlasmasFR1 paper
- Laboratoire Interdisciplinaire des Sciences du NumériqueFR1 paper
- Laboratoire Paul PainlevéFR1 paper
- Laboratoire Traitement et Communication de l’InformationFR1 paper
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stat.ML2026
AK-MCS-C2 : Active Kriging Monte Carlo Simulation method with conformal certification for failure probability estimation
Edgar Jaber, Vincent Chabridon, Mathilde Mougeot
We introduce a novel active-learning framework for failure probability estimation in structural reliability analysis that integrates Active Kriging Monte Carlo simulation with conf…
stat.ML2025
Fourier Analysis on the Boolean Hypercube via Hoeffding Functional Decomposition
Baptiste Ferrere, Nicolas Bousquet, Fabrice Gamboa +2
Fourier analysis on the Boolean hypercube is fundamentally defined as the orthogonal decomposition of the space of pseudo-Boolean functions with respect to the uniform probability…
stat.ML2024
Learning via Surrogate PAC-Bayes
Antoine Picard-Weibel, Roman Moscoviz, Benjamin Guedj
PAC-Bayes learning is a comprehensive setting for (i) studying the generalisation ability of learning algorithms and (ii) deriving new learning algorithms by optimising a generalis…