Ramon Winterhalder

Last modified by Judith Steinfeld on 2025/03/26 12:23

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Ramon Winterhalder

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Ramon Winterhalder
Tif Lab
Università degli Studi di Milano

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https://www.rpwinterhalder.com/
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I am a postdoctoral researcher at Tif Lab at the University of Milan. I work at the intersection of particle physics and machine learning. My research aims to fully establish data-driven techniques in high-energy physics and to enhance standard simulation methods with (generative) neural networks. Additionally, my interests extend to simulation-based inference, which is crucially dependent on first-principle simulations provided by theory, as well as precision calculations.

Research interests

  • Generative models like GANs, normalizing flows, diffusion models and other novel architectures
  • Monte-Carlo integration and event generation
  • Simulation-based inference
  • NLO calculations and loop integrals
  • Anomaly detection
  • ML for cosmology and multi-messenger astronomy
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