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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)
  • Wednesday 13 December
    • 08:30
      Registration Seminar room 1 + 2

      Seminar room 1 + 2

      Campus Akademie

      Bäckerstrasse 13, 1010 Wien
    • Welcome Seminar room 1 + 2

      Seminar room 1 + 2

      Campus Akademie

      Bäckerstrasse 13, 1010 Wien
      • 1
        Welcome and Organisatorical Remarks
        Speaker: Dr Claudius Krause (HEPHY Vienna (ÖAW))
        GlühWien_Intro.pdf
      • 2
        Welcome to HEPHY
        Speakers: Christoph Schwanda, Christoph Schwanda (Austrian Academy of Sciences (AT))
        OEAW-HEPHY.pdf
    • Morning Session Seminar room 1 + 2

      Seminar room 1 + 2

      Campus Akademie

      Bäckerstrasse 13, 1010 Wien
      • 3
        Artificial Proto-Modelling: Building Precursors of a Next Standard Model from Simplified Model Results
        Speaker: Wolfgang Waltenberger (Austrian Academy of Sciences (AT))
        gluehwien.odp
        gluehwien.pdf
    • 10:00
      Coffee Break Seminar room 1 + 2

      Seminar room 1 + 2

      Campus Akademie

      Bäckerstrasse 13, 1010 Wien
    • Morning Session Seminar room 1 + 2

      Seminar room 1 + 2

      Campus Akademie

      Bäckerstrasse 13, 1010 Wien
    • Afternoon Session Seminar room 1 + 2

      Seminar room 1 + 2

      Campus Akademie

      Bäckerstrasse 13, 1010 Wien
      • 6
        A Survey of Machine Learning Methods for Anomaly Detection
        Speakers: Radha Mastandrea (University of California, Berkeley), Radha Mastandrea (LBNL)
        GluhWien (1).pptx
      • 7
        Back To The Roots: Tree-Based Algorithms for Weakly Supervised Anomaly Detection
        Speaker: Michael Kramer (Rheinisch Westfaelische Tech. Hoch. (DE))
        mkraemer_Wien_2023.pdf
    • 15:30
      Coffee Break Seminar room 1 + 2

      Seminar room 1 + 2

      Campus Akademie

      Bäckerstrasse 13, 1010 Wien
    • Afternoon Session Seminar room 1 + 2

      Seminar room 1 + 2

      Campus Akademie

      Bäckerstrasse 13, 1010 Wien
      • 8
        Semi-visible jets, energy-based models, and self-supervision
        Speaker: Luigi Favaro
        darkclr_gluhwien.pdf
      • 9
        Hunting for di-Higgs in hadronic final states: showcasing Machine Learning for modelling of hadronic backgrounds and elucidating rare signals
        Speaker: Nicole Michelle Hartman (TUM (DE))
        Hartman-ML-HH4b-Vienna-builds.pdf
    • 18:00
      Welcome Reception Seminar room 1 + 2

      Seminar room 1 + 2

      Campus Akademie

      Bäckerstrasse 13, 1010 Wien
  • Thursday 14 December
    • Morning Session Seminar room 1 + 2

      Seminar room 1 + 2

      Campus Akademie

      Bäckerstrasse 13, 1010 Wien
      • 10
        Tree boosting for learning EFT parameters
        Speaker: Dennis Schwarz (Austrian Academy of Sciences (AT))
        BIT_2023-12-14.pdf
        Slides
    • 10:00
      Coffee Break Seminar room 1 + 2

      Seminar room 1 + 2

      Campus Akademie

      Bäckerstrasse 13, 1010 Wien
    • Morning Session Seminar room 1 + 2

      Seminar room 1 + 2

      Campus Akademie

      Bäckerstrasse 13, 1010 Wien
      • 11
        Generative Modelling of Calorimeter Showers and Particle Jets
        Speaker: Thorsten Lars Henrik Buss (Universität Hamburg)
        T.Buss.GluehWien.pdf
      • 12
        ML applications in searches for long-lived particles at CMS
        Speaker: Lisa Benato (Hamburg University (DE))
        ML_HEP_Vienna_LLP_Benato_2023_12_14.pdf
    • Afternoon Session Seminar room 1 + 2

      Seminar room 1 + 2

      Campus Akademie

      Bäckerstrasse 13, 1010 Wien
    • 15:30
      Coffee Break Seminar room 1 + 2

      Seminar room 1 + 2

      Campus Akademie

      Bäckerstrasse 13, 1010 Wien
    • Afternoon Session Seminar room 1 + 2

      Seminar room 1 + 2

      Campus Akademie

      Bäckerstrasse 13, 1010 Wien
      • 15
        Flow Unfolding for CP-Observable Reconstruction
        Speaker: Jona Ackerschott (Universite de Geneve (CH))
        talk.pdf
    • 19:00
      Dinner

      Stadtwirt, Untere Viaduktgasse 45, 1030 Wien

  • Friday 15 December
    • Morning Session Seminar room 1 + 2

      Seminar room 1 + 2

      Campus Akademie

      Bäckerstrasse 13, 1010 Wien
      • 16
        High Multiplicity with JetGPT - LHC Event Generation with Autoregressive Transformers
        Speaker: Jonas Simon Spinner
        jetgpt_gluehwien.pdf
        movie.gif
    • 10:00
      Coffee Break Seminar room 1 + 2

      Seminar room 1 + 2

      Campus Akademie

      Bäckerstrasse 13, 1010 Wien
    • Morning Session Seminar room 1 + 2

      Seminar room 1 + 2

      Campus Akademie

      Bäckerstrasse 13, 1010 Wien
      • 17
        (Direct) Diffusion for LHC Event Generation
        Speaker: Sofia Palacios Schweitzer (ITP, University Heidelberg)
        Wien_SofiaPalaciosSchweitzer.pdf
      • 18
        Precision-Machine Learning for the Matrix Element Method
        Speaker: Nathan Huetsch (Heidelberg University, ITP Heidelberg)
        Wien2023.pdf
    • Discussion Seminar room 1 + 2

      Seminar room 1 + 2

      Campus Akademie

      Bäckerstrasse 13, 1010 Wien
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