Wiki source code of Ramon Winterhalder
Version 1.1 by Judith Steinfeld on 2024/10/28 16:44
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| 1 | 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. | ||
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| 4 | === Research interests === | ||
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| 6 | * Generative models like GANs, normalizing flows, diffusion models and other novel architectures | ||
| 7 | * Monte-Carlo integration and event generation | ||
| 8 | * Simulation-based inference | ||
| 9 | * NLO calculations and loop integrals | ||
| 10 | * Anomaly detection | ||
| 11 | * ML for cosmology and multi-messenger astronomy |
