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