Name: Workshop on Machine Learning and High-Energy Physics
Start: 2023-12-13T08:30:00+01:00
End: 2023-12-15T15:00:00+01:00
Location: Campus Akademie

Workshop on Machine Learning and High-Energy Physics

from Wednesday, December 13, 2023 (8:30 AM) to Friday, December 15, 2023 (3:00 PM)

Monday, December 11, 2023
Tuesday, December 12, 2023
Wednesday, December 13, 2023

8:30 AM Registration
Registration
8:30 AM - 9:00 AM
Room: Seminar room 1 + 2
9:00 AM
9:00 AM - 9:15 AM
Room: Seminar room 1 + 2
Contributions

9:00 AM Welcome and Organisatorical Remarks - Claudius Krause (HEPHY Vienna (ÖAW))

9:05 AM Welcome to HEPHY - Christoph Schwanda Christoph Schwanda (Austrian Academy of Sciences (AT))
9:15 AM
9:15 AM - 10:00 AM
Room: Seminar room 1 + 2
Contributions

9:15 AM Artificial Proto-Modelling: Building Precursors of a Next Standard Model from Simplified Model Results - Wolfgang Waltenberger (Austrian Academy of Sciences (AT))
10:00 AM Coffee Break
Coffee Break
10:00 AM - 10:30 AM
Room: Seminar room 1 + 2
10:30 AM
10:30 AM - 12:00 PM
Room: Seminar room 1 + 2
Contributions

10:30 AM Optimal operation of cryogenic calorimeters through deep reinforcement learning - Felix Wagner (HEPHY Vienna) Felix Wagner (Vienna University of Technology)

11:15 AM Machine learning for modern radio surveys - Lara Alegre (Heildelberg University)
2:00 PM
2:00 PM - 3:30 PM
Room: Seminar room 1 + 2
Contributions

2:00 PM A Survey of Machine Learning Methods for Anomaly Detection - Radha Mastandrea (University of California, Berkeley) Radha Mastandrea (LBNL)

2:45 PM Back To The Roots: Tree-Based Algorithms for Weakly Supervised Anomaly Detection - Michael Kramer (Rheinisch Westfaelische Tech. Hoch. (DE))
3:30 PM Coffee Break
Coffee Break
3:30 PM - 4:00 PM
Room: Seminar room 1 + 2
4:00 PM
4:00 PM - 5:30 PM
Room: Seminar room 1 + 2
Contributions

4:00 PM Semi-visible jets, energy-based models, and self-supervision - 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 - Nicole Michelle Hartman (TUM (DE))
6:00 PM Welcome Reception
Welcome Reception
6:00 PM - 8:00 PM
Room: Seminar room 1 + 2
Thursday, December 14, 2023
9:00 AM
9:00 AM - 10:00 AM
Room: Seminar room 1 + 2
Contributions

9:15 AM Tree boosting for learning EFT parameters - Dennis Schwarz (Austrian Academy of Sciences (AT))
10:00 AM Coffee Break
Coffee Break
10:00 AM - 10:30 AM
Room: Seminar room 1 + 2
10:30 AM
10:30 AM - 12:00 PM
Room: Seminar room 1 + 2
Contributions

10:30 AM Generative Modelling of Calorimeter Showers and Particle Jets - Thorsten Lars Henrik Buss (Universität Hamburg)

11:15 AM ML applications in searches for long-lived particles at CMS - Lisa Benato (Hamburg University (DE))
2:00 PM
2:00 PM - 3:30 PM
Room: Seminar room 1 + 2
Contributions

2:00 PM The MadNIS Reloaded - Theo Heimel (Universität Heidelberg) Theo Heimel (Heidelberg University)

2:45 PM Machine learning methods & Ultra-High Energy Cosmic Rays - Blaz Bortolato (Institute Josef Stefan)
3:30 PM Coffee Break
Coffee Break
3:30 PM - 4:00 PM
Room: Seminar room 1 + 2
4:00 PM
4:00 PM - 5:30 PM
Room: Seminar room 1 + 2
Contributions

4:00 PM Flow Unfolding for CP-Observable Reconstruction - Jona Ackerschott (Universite de Geneve (CH))
7:00 PM Dinner
Dinner
7:00 PM - 9:00 PM
Friday, December 15, 2023
9:00 AM
9:00 AM - 10:00 AM
Room: Seminar room 1 + 2
Contributions

9:00 AM High Multiplicity with JetGPT - LHC Event Generation with Autoregressive Transformers - Jonas Simon Spinner
10:00 AM Coffee Break
Coffee Break
10:00 AM - 10:30 AM
Room: Seminar room 1 + 2
10:30 AM
10:30 AM - 1:30 PM
Room: Seminar room 1 + 2
Contributions

10:30 AM (Direct) Diffusion for LHC Event Generation - Sofia Palacios Schweitzer (ITP, University Heidelberg)

11:15 AM Precision-Machine Learning for the Matrix Element Method - Nathan Huetsch (Heidelberg University, ITP Heidelberg)
1:30 PM

1:30 PM - 3:00 PM
Room: Seminar room 1 + 2

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