Efficient Training of Energy-Based Models Using Jarzynski Equality

1 code implementation • NeurIPS 2023 • Davide Carbone, Mengjian Hua, Simon Coste, Eric Vanden-Eijnden

Energy-based models (EBMs) are generative models inspired by statistical physics with a wide range of applications in unsupervised learning.

Wavelet Score-Based Generative Modeling

no code implementations • 9 Aug 2022 • Florentin Guth, Simon Coste, Valentin De Bortoli, Stephane Mallat

This is because of ill-conditioning properties of the score that we analyze mathematically.

A simpler spectral approach for clustering in directed networks

1 code implementation • 5 Feb 2021 • Simon Coste, Ludovic Stephan

We study the task of clustering in directed networks.

Clustering