19 citations
- Centre de Recherche en Mathématiques de la DécisionFR8 papers
- Centre National de la Recherche ScientifiqueFR2 papers
- Département de mathématiques et applicationsFR2 papers
- École Normale Supérieure - PSLFR2 papers
- Université Paris Sciences et LettresFR2 papers
- Aix-Marseille UniversitéFR1 paper
- California Southern UniversityUS1 paper
- Capital Fund Management (France)FR1 paper
- Centro de Investigación Biomédica en Red de Epidemiología y Salud PúblicaES1 paper
- Dauphine Recherches en ManagementFR1 paper
- École Normale SupérieureBI1 paper
- ETH ZurichCH1 paper
Showing stat.MLShow all
2 papers · 1 filter
stat.ML2026
Drift Estimation for Diffusion Processes Using Neural Networks Based on Discretely Observed Independent Paths
Yuzhen Zhao, Yating Liu, Marc Hoffmann
This paper addresses the nonparametric estimation of the drift function over a compact domain for a time-homogeneous diffusion process, based on high-frequency discrete observation…
stat.ML2026
Adaptive Diffusion Guidance via Stochastic Optimal Control
Iskander Azangulov, Peter Potaptchik, Qinyu Li +3
Guidance is a cornerstone of modern diffusion models, playing a pivotal role in conditional generation and enhancing the quality of unconditional samples. However, current approach…