Ramon Winterhalder
  • Home
  • Papers
  • Experience
  • Projects
  • Recent & Upcoming Talks
    • Example Talk
  • Publications
    • BitHEP - The Limits of Low-Precision ML in HEP
    • Accurate Surrogate Amplitudes with Calibrated Uncertainties
    • Differentiable MadNIS-Lite
    • Event generators for high-energy physics experiments
    • Full and approximated NLO predictions for like-sign W-boson scattering at the LHC
    • The MadNIS reloaded
    • Precision-Machine Learning for the Matrix Element Method
    • Elsa: enhanced latent spaces for improved collider simulations
    • Like-sign W-boson scattering at the LHC โ€” approximations and full next-to-leading-order predictions
    • Machine learning and LHC event generation
    • MadNIS - Neural multi-channel importance sampling
    • Modern Machine Learning for LHC Physicists
    • Ephemeral Learning - Augmenting Triggers with Online-Trained Normalizing Flows
    • Publishing unbinned differential cross section results
    • Targeting multi-loop integrals with neural networks
    • Latent Space Refinement for Deep Generative Models
    • How to GAN Event Unweighting
    • How to GAN : Novel simulation methods for the LHC
    • How to GAN away Detector Effects
    • How to GAN Event Subtraction
    • Invertible Networks or Partons to Detector and Back Again
    • An example preprint / working paper
    • How to GAN LHC Events
    • An example journal article
    • An example conference paper
  • Projects
    • MadNIS
    • MadGraph5_aMC@NLO
  • Projects
  • Blog
    • ๐ŸŽ‰ Easily create your own simple yet highly customizable blog
    • ๐Ÿง  Sharpen your thinking with a second brain
    • ๐Ÿ“ˆ Communicate your results effectively with the best data visualizations
    • ๐Ÿ‘ฉ๐Ÿผโ€๐Ÿซ Teach academic courses
    • โœ… Manage your projects
  • Experience
  • Teaching
    • Learn JavaScript
    • Learn Python

MadNIS

Nov 10, 2024 ยท 1 min read
Go to Project Site

MadNIS is a Python library for neural importance sampling based on PyTorch. It will be used for Monte Carlo LHC event generation in future versions of MadGraph5_aMC@NLO.

Last updated on Nov 10, 2024
Neural Importance Sampling Event Generator
Ramon Winterhalder
Authors
Ramon Winterhalder
Postdoctoral Researcher

MadGraph5_aMC@NLO Oct 1, 2023 →

ยฉ 2025 Ramon Winterhalder