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 13 December 2023 (08:30) to Friday 15 December 2023 (15:00)

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

08:30 Registration
Registration
08:30 - 09:00
Room: Seminar room 1 + 2
09:00
09:00 - 09:15
Room: Seminar room 1 + 2
Contributions

09:00 Welcome and Organisatorical Remarks - Claudius Krause (HEPHY Vienna (ÖAW))

09:05 Welcome to HEPHY - Christoph Schwanda Christoph Schwanda (Austrian Academy of Sciences (AT))
09:15
09:15 - 10:00
Room: Seminar room 1 + 2
Contributions

09:15 Artificial Proto-Modelling: Building Precursors of a Next Standard Model from Simplified Model Results - Wolfgang Waltenberger (Austrian Academy of Sciences (AT))
10:00 Coffee Break
Coffee Break
10:00 - 10:30
Room: Seminar room 1 + 2
10:30
10:30 - 12:00
Room: Seminar room 1 + 2
Contributions

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

11:15 Machine learning for modern radio surveys - Lara Alegre (Heildelberg University)
14:00
14:00 - 15:30
Room: Seminar room 1 + 2
Contributions

14:00 A Survey of Machine Learning Methods for Anomaly Detection - Radha Mastandrea (University of California, Berkeley) Radha Mastandrea (LBNL)

14:45 Back To The Roots: Tree-Based Algorithms for Weakly Supervised Anomaly Detection - Michael Kramer (Rheinisch Westfaelische Tech. Hoch. (DE))
15:30 Coffee Break
Coffee Break
15:30 - 16:00
Room: Seminar room 1 + 2
16:00
16:00 - 17:30
Room: Seminar room 1 + 2
Contributions

16:00 Semi-visible jets, energy-based models, and self-supervision - Luigi Favaro

16:45 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))
18:00 Welcome Reception
Welcome Reception
18:00 - 20:00
Room: Seminar room 1 + 2
Thursday 14 December 2023
09:00
09:00 - 10:00
Room: Seminar room 1 + 2
Contributions

09:15 Tree boosting for learning EFT parameters - Dennis Schwarz (Austrian Academy of Sciences (AT))
10:00 Coffee Break
Coffee Break
10:00 - 10:30
Room: Seminar room 1 + 2
10:30
10:30 - 12:00
Room: Seminar room 1 + 2
Contributions

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

11:15 ML applications in searches for long-lived particles at CMS - Lisa Benato (Hamburg University (DE))
14:00
14:00 - 15:30
Room: Seminar room 1 + 2
Contributions

14:00 The MadNIS Reloaded - Theo Heimel (Universität Heidelberg) Theo Heimel (Heidelberg University)

14:45 Machine learning methods & Ultra-High Energy Cosmic Rays - Blaz Bortolato (Institute Josef Stefan)
15:30 Coffee Break
Coffee Break
15:30 - 16:00
Room: Seminar room 1 + 2
16:00
16:00 - 17:30
Room: Seminar room 1 + 2
Contributions

16:00 Flow Unfolding for CP-Observable Reconstruction - Jona Ackerschott (Universite de Geneve (CH))
19:00 Dinner
Dinner
19:00 - 21:00
Friday 15 December 2023
09:00
09:00 - 10:00
Room: Seminar room 1 + 2
Contributions

09:00 High Multiplicity with JetGPT - LHC Event Generation with Autoregressive Transformers - Jonas Simon Spinner
10:00 Coffee Break
Coffee Break
10:00 - 10:30
Room: Seminar room 1 + 2
10:30
10:30 - 13:30
Room: Seminar room 1 + 2
Contributions

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

11:15 Precision-Machine Learning for the Matrix Element Method - Nathan Huetsch (Heidelberg University, ITP Heidelberg)
13:30

13:30 - 15:00
Room: Seminar room 1 + 2

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