Workshop on Machine Learning and High-Energy Physics

Europe/Vienna
Seminar room 1 + 2 (Campus Akademie)

Seminar room 1 + 2

Campus Akademie

Bäckerstrasse 13, 1010 Wien
Claudius Krause (Rutgers University)
Description

This is a small meeting to discuss latest developments in Machine Learning and how they can be / are applied to high-energy physics. In spirit of last year's Glühwein workshop in Heidelberg, we may call this event "Glühwein Workshop 2.0 - GlühWien". 

 

Topics to be discussed include

  • generative models for event generation / detector simulation
  • anomaly detection
  • simulation-based inference 

 

Deadline for registration is December 3rd. 

 

Please note: We are not working with "Global Travel Experts Team". Please delete all emails you receive from them. This is a scam that is NOT endorsed by us!

 

Local organizers:

  • Claudius Krause (HEPHY)
  • Brigitte DeMonte (HEPHY, secretary)
    • 8:30 AM 9:00 AM
      Registration 30m Seminar room 1 + 2

      Seminar room 1 + 2

      Campus Akademie

      Bäckerstrasse 13, 1010 Wien
    • 9:00 AM 9:15 AM
      Welcome Seminar room 1 + 2

      Seminar room 1 + 2

      Campus Akademie

      Bäckerstrasse 13, 1010 Wien
      • 9:00 AM
        Welcome and Organisatorical Remarks 5m
        Speaker: Dr Claudius Krause (HEPHY Vienna (ÖAW))
      • 9:05 AM
        Welcome to HEPHY 10m
        Speakers: Christoph Schwanda, Christoph Schwanda (Austrian Academy of Sciences (AT))
    • 9:15 AM 10:00 AM
      Morning Session Seminar room 1 + 2

      Seminar room 1 + 2

      Campus Akademie

      Bäckerstrasse 13, 1010 Wien
      • 9:15 AM
        Artificial Proto-Modelling: Building Precursors of a Next Standard Model from Simplified Model Results 45m
        Speaker: Wolfgang Waltenberger (Austrian Academy of Sciences (AT))
    • 10:00 AM 10:30 AM
      Coffee Break 30m Seminar room 1 + 2

      Seminar room 1 + 2

      Campus Akademie

      Bäckerstrasse 13, 1010 Wien
    • 10:30 AM 12:00 PM
      Morning Session Seminar room 1 + 2

      Seminar room 1 + 2

      Campus Akademie

      Bäckerstrasse 13, 1010 Wien
    • 2:00 PM 3:30 PM
      Afternoon Session Seminar room 1 + 2

      Seminar room 1 + 2

      Campus Akademie

      Bäckerstrasse 13, 1010 Wien
      • 2:00 PM
        A Survey of Machine Learning Methods for Anomaly Detection 45m
        Speakers: Radha Mastandrea (University of California, Berkeley), Radha Mastandrea (LBNL)
      • 2:45 PM
        Back To The Roots: Tree-Based Algorithms for Weakly Supervised Anomaly Detection 45m
        Speaker: Michael Kramer (Rheinisch Westfaelische Tech. Hoch. (DE))
    • 3:30 PM 4:00 PM
      Coffee Break 30m Seminar room 1 + 2

      Seminar room 1 + 2

      Campus Akademie

      Bäckerstrasse 13, 1010 Wien
    • 4:00 PM 5:30 PM
      Afternoon Session Seminar room 1 + 2

      Seminar room 1 + 2

      Campus Akademie

      Bäckerstrasse 13, 1010 Wien
      • 4:00 PM
        Semi-visible jets, energy-based models, and self-supervision 45m
        Speaker: Luigi Favaro
      • 4:45 PM
        Hunting for di-Higgs in hadronic final states: showcasing Machine Learning for modelling of hadronic backgrounds and elucidating rare signals 45m
        Speaker: Nicole Michelle Hartman (TUM (DE))
    • 6:00 PM 8:00 PM
      Welcome Reception 2h Seminar room 1 + 2

      Seminar room 1 + 2

      Campus Akademie

      Bäckerstrasse 13, 1010 Wien
    • 9:00 AM 10:00 AM
      Morning Session Seminar room 1 + 2

      Seminar room 1 + 2

      Campus Akademie

      Bäckerstrasse 13, 1010 Wien
      • 9:15 AM
        Tree boosting for learning EFT parameters 45m
        Speaker: Dennis Schwarz (Austrian Academy of Sciences (AT))
    • 10:00 AM 10:30 AM
      Coffee Break 30m Seminar room 1 + 2

      Seminar room 1 + 2

      Campus Akademie

      Bäckerstrasse 13, 1010 Wien
    • 10:30 AM 12:00 PM
      Morning Session Seminar room 1 + 2

      Seminar room 1 + 2

      Campus Akademie

      Bäckerstrasse 13, 1010 Wien
      • 10:30 AM
        Generative Modelling of Calorimeter Showers and Particle Jets 45m
        Speaker: Thorsten Lars Henrik Buss (Universität Hamburg)
      • 11:15 AM
        ML applications in searches for long-lived particles at CMS 45m
        Speaker: Lisa Benato (Hamburg University (DE))
    • 2:00 PM 3:30 PM
      Afternoon Session Seminar room 1 + 2

      Seminar room 1 + 2

      Campus Akademie

      Bäckerstrasse 13, 1010 Wien
    • 3:30 PM 4:00 PM
      Coffee Break 30m Seminar room 1 + 2

      Seminar room 1 + 2

      Campus Akademie

      Bäckerstrasse 13, 1010 Wien
    • 4:00 PM 5:30 PM
      Afternoon Session Seminar room 1 + 2

      Seminar room 1 + 2

      Campus Akademie

      Bäckerstrasse 13, 1010 Wien
      • 4:00 PM
        Flow Unfolding for CP-Observable Reconstruction 45m
        Speakers: Jona Ackerschott, Jona Ackerschott (Universite de Geneve (CH))
    • 7:00 PM 9:00 PM
      Dinner 2h

      Stadtwirt, Untere Viaduktgasse 45, 1030 Wien

    • 9:00 AM 10:00 AM
      Morning Session Seminar room 1 + 2

      Seminar room 1 + 2

      Campus Akademie

      Bäckerstrasse 13, 1010 Wien
      • 9:00 AM
        High Multiplicity with JetGPT - LHC Event Generation with Autoregressive Transformers 45m
        Speaker: Jonas Simon Spinner
    • 10:00 AM 10:30 AM
      Coffee Break 30m Seminar room 1 + 2

      Seminar room 1 + 2

      Campus Akademie

      Bäckerstrasse 13, 1010 Wien
    • 10:30 AM 1:30 PM
      Morning Session Seminar room 1 + 2

      Seminar room 1 + 2

      Campus Akademie

      Bäckerstrasse 13, 1010 Wien
      • 10:30 AM
        (Direct) Diffusion for LHC Event Generation 45m
        Speaker: Sofia Palacios Schweitzer (ITP, University Heidelberg)
      • 11:15 AM
        Precision-Machine Learning for the Matrix Element Method 45m
        Speaker: Nathan Huetsch (Heidelberg University, ITP Heidelberg)
    • 1:30 PM 3:00 PM
      Discussion Seminar room 1 + 2

      Seminar room 1 + 2

      Campus Akademie

      Bäckerstrasse 13, 1010 Wien