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Glühwein Workshop 2025 @RWTH

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Erholungsgesellschaft Aachen

Erholungsgesellschaft Aachen

Reihstrasse 13 52062 Aachen
Michael Kramer
Description

This is a small meeting to discuss latest developments in Machine Learning and how they can be / are applied to high-energy physics. After workshops in Heidelberg 2022, Viena 2023, and Karlsruhe 2024 we are meeting at RWTH Aachen university this year. Deadline for registration is December 8. The meeting takes place at the Erholungsgesellschaft Aachen in the city centre.

  • Monday 15 December
    • 09:00 → 10:20
      Presentations
      Convener: Michael Kramer
      • 09:00
        Welcome 10m
        Speaker: Michael Kramer
      • 09:10
        PanShower: One model for all calorimeter showers 35m
        Speaker: Thorsten Buss
        main.pdf
      • 09:45
        OmniJet-Alpha Calorimeter Showers 35m
        Speaker: Henning Rose (Uni Hamburg)
        Henning_Rose_Aachen_Workshop.pdf
    • 10:20 → 10:50
      Coffee 30m
    • 10:50 → 12:35
      Presentations
      • 10:50
        Cross-Geometry Fast Electromagnetic Shower Simulation 35m
        Speaker: Lorenzo Valente (University of Hamburg)
        Glühwein 2025.pdf
      • 11:25
        A fast sim Christmas carol, in prose 35m
        Speaker: Luigi Favaro (Universite Catholique de Louvain (UCL) (BE))
        gluhwein_25_aachen.pdf
      • 12:00
        Machine Learned Muon Detector Showers 35m
        Speaker: Ayse Asu Guvenli (Yildiz Technical University (TR))
        Gluhwein_MDS.pdf
    • 12:35 → 13:40
      Lunch 1h 5m
    • 13:40 → 15:10
      Presentations
      • 13:40
        What exactly did the transformer learn from our physics data? 20m
        Speaker: Martin Erdmann (Rheinisch Westfaelische Tech. Hoch. (DE))
        Attention-Presentation-20251215.pdf
      • 14:00
        GNN-based end-to-end reconstruction in highly granular calorimeters 35m
        Speaker: Katharina Schäuble
        E2eReco_Glühwein.pdf
      • 14:35
        The Physics Behind ML-based Quark-Gluon Taggers 35m
        Speaker: Sophia Vent
        XAI_QG_Aachen_2025.pdf
    • 15:10 → 15:40
      Coffee 30m
    • 15:40 → 17:25
      Presentations
      • 15:40
        ATLAS Open Data: A Benchmark for FMs in HEP? 35m
        Speaker: Chris Scheulen
        ATLASOpenData.pdf
      • 16:15
        The limits of ML methods in HEP 35m
        Speaker: Dr Humberto Reyes-González (RWTH Aachen)
        gluhwein2025.pdf
      • 16:50
        Repurposing Large Language Models for Cosmology 35m
        Speaker: Daniel Schiller (Institute for Theoretical Physics, Heidelberg University)
        Aachen.pdf
        Aachen.pptx
    • 17:25 → 19:00
      Reception 1h 35m
  • Tuesday 16 December
    • 09:00 → 10:10
      Presentations
      • 09:00
        Simulation-Prior Independent Neural Unfolding Procedure 35m
        Speaker: Theo Heimel (UCLouvain)
        spinup_theo_heimel.pdf
      • 09:35
        Generative unfolding of jets and their substructure 35m
        Speaker: Antoine Petitjean (Heidelberg University)
        main.pdf
    • 10:10 → 10:40
      Coffee 30m
    • 10:40 → 12:25
      Presentations
      • 10:40
        Unbinning global LHC analyses - Simulation Based Inference for the Higgs-gauge sector 35m
        Speaker: Nikita Schmal (Universität Heidelberg)
        Schmal_Aachen_Glueh2025.pdf
      • 11:15
        OmniFold: Unbinned, High-Dimensional Precision Measurements through Modern Machine Learning 35m
        Speaker: Jingjing Pan (KIT - Karlsruhe Institute of Technology (DE))
        gluhwein_RWTH_16122025.pdf
      • 11:50
        Inferring fragmentation functions from data with iHOMER 35m
        Speaker: Ayodele Ore
        hadronization_gluehwein.pdf
    • 12:25 → 14:00
      Lunch 1h 35m
    • 14:00 → 15:10
      Presentations
    • 15:10 → 15:40
      Coffee 30m
    • 15:40 → 16:50
      Presentations
    • 16:50 → 18:30
      Cathedral tour 1h 40m
  • Wednesday 17 December
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