Matthieu Darcy

activity

20222025

most citedOne-Shot Learning of Stochastic Differential Equations with Data Adapted Kernels

30 citations · 30 across the 4 of their papers we have counts for

collaborators

Showing stat.MLShow all

2 papers · 1 filter

stat.ML2023

Kernel Methods are Competitive for Operator Learning

Pau Batlle, Matthieu Darcy, Bamdad Hosseini +1

We present a general kernel-based framework for learning operators between Banach spaces along with a priori error analysis and comprehensive numerical comparisons with popular neu…

stat.ML2022★ 30 cited

One-Shot Learning of Stochastic Differential Equations with Data Adapted Kernels

Matthieu Darcy, Boumediene Hamzi, Giulia Livieri +2

We consider the problem of learning Stochastic Differential Equations of the form $d X_{t} = f (X_{t}) d t + σ (X_{t}) d W_{t}$ from one sample trajectory. This problem is more challenging than le…