Accelerating HEP simulations with Neural Importance Sampling
Sign Up to like & getrecommendations! Published in 2024 at "Journal of High Energy Physics"
DOI: 10.1007/jhep03(2024)083
Abstract: Many high-energy-physics (HEP) simulations for the LHC rely on Monte Carlo using importance sampling by means of the VEGAS algorithm. However, complex high-precision calculations have become a challenge for the standard toolbox, as this approach… read more here.
Keywords: importance sampling; accelerating hep; neural importance; hep simulations ... See more keywords
SurvBeNIM: The Beran-Based Neural Importance Model for Explaining Survival Models
Sign Up to like & getrecommendations! Published in 2025 at "IEEE Access"
DOI: 10.1109/access.2025.3537459
Abstract: A new method called the Survival Beran-based Neural Importance Model (SurvBeNIM) is proposed. It aims to explain predictions of machine learning survival models, which are in the form of survival or cumulative hazard functions. The… read more here.
Keywords: importance; beran based; based neural; neural importance ... See more keywords