research
∙
02/10/2022
SUPA: A Lightweight Diagnostic Simulator for Machine Learning in Particle Physics
Deep learning methods have gained popularity in high energy physics for ...
share
research
∙
12/15/2021
Funnels: Exact maximum likelihood with dimensionality reduction
Normalizing flows are diffeomorphic, typically dimension-preserving, mod...
research
∙
05/26/2020
Exhaustive Neural Importance Sampling applied to Monte Carlo event generation
The generation of accurate neutrino-nucleus cross-section models needed ...
research
∙
03/23/2020
Efficient sampling generation from explicit densities via Normalizing Flows
For many applications, such as computing the expected value of different...
research
∙
02/21/2020