MC tools

Stefano Carrazza
Jan 1, 2012

The main topics covered by this research project are:

  • Tools and techniques for Monte Carlo simulation in the context of particle physics
  • Machine learning models applied to particle physics
hep monte-carlo
Stefano Carrazza
Stefano Carrazza
Associate Professor

Related

Publications

PDFFlow: hardware accelerating parton density access
We present PDFFlow, a new software for fast evaluation of parton distribution functions (PDFs) designed for platforms with hardware …
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MCNNTUNES: tuning Shower Monte Carlo generators with machine learning
The parameters tuning of event generators is a research topic characterized by complex choices: the generator response to parameter …
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VegasFlow: accelerating Monte Carlo simulation across platforms
In this work we demonstrate the usage of the VegasFlow library on multidevice situations: multi-GPU in one single node and multi-node …
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Constructing PineAPPL grids on hardware accelerators
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PDFFlow: parton distribution functions on GPU
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PineAPPL: combining EW and QCD corrections for fast evaluation of LHC processes
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Sampling the Riemann-Theta Boltzmann machine
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VegasFlow: accelerating Monte Carlo simulation across multiple hardware platforms
We present VegasFlow, a new software for fast evaluation of high dimensional integrals based on Monte Carlo integration techniques …
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Jet grooming through reinforcement learning
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libGroomRL: Reinforcement Learning for Jets
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Lund jet images from generative and cycle-consistent adversarial networks
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Modelling conditional probabilities with Riemann-Theta Boltzmann Machines
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Machine Learning in High Energy Physics Community White Paper
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MINLO t-channel single-top plus jet
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Machine learning challenges in theoretical HEP
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Modeling NNLO jet corrections with neural networks
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Physics at a 100 TeV pp collider: Standard Model processes
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Riemann-Theta Boltzmann Machine,
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The photon PDF from high-mass Drell–Yan data at the LHC
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Handbook of LHC Higgs Cross Sections: 4. Deciphering the Nature of the Higgs Sector
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Les Houches 2015: Physics at TeV Colliders Standard Model Working Group Report
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QCDLoop: a comprehensive framework for one-loop scalar integrals
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Research infrastructures in the LHC era: a scientometric approach
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Disentangling electroweak effects in Z-boson production
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Tuning PYTHIA 8.1: the Monash 2013 Tune
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Parton Distributions and Event Generators
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Report of the Snowmass 2013 energy frontier QCD working group
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