2.6k citations · 12.9k across the 87 of their papers we have counts for
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MCNNTUNES: tuning Shower Monte Carlo generators with machine learning
Marco Lazzarin, Simone Alioli, Stefano Carrazza
The parameters tuning of event generators is a research topic characterized by complex choices: the generator response to parameter variations is difficult to obtain on a theoretic…
VegasFlow: accelerating Monte Carlo simulation across platforms
Juan M. Cruz-Martinez, Stefano Carrazza
In this work we demonstrate the usage of the VegasFlow library on multidevice situations: multi-GPU in one single node and multi-node in a cluster. VegasFlow is a new software for…
VegasFlow: accelerating Monte Carlo simulation across multiple hardware platforms
Stefano Carrazza, Juan M. Cruz-Martinez
We present VegasFlow, a new software for fast evaluation of high dimensional integrals based on Monte Carlo integration techniques designed for platforms with hardware accelerators…
Studying the parton content of the proton with deep learning models
Juan M Cruz-Martinez, Stefano Carrazza, Roy Stegeman
Parton Distribution Functions (PDFs) model the parton content of the proton. Among the many collaborations which focus on PDF determination, NNPDF pioneered the use of Neural Netwo…