Glühwein Workshop 2024 @ KIT

Dec 16, 2024, 8:00 AM → Dec 18, 2024, 6:00 PM Europe/Berlin

Markus Klute

This is a small meeting to discuss latest developments in Machine Learning and how they can be / are applied to high-energy physics. After a first workshop in Heidelberg 2022, the Glühwien Workshop in Viena 2023, we are meeting at KIT this year. 

Deadline for registration is December 6th. 

On Dec 16th we will meet at the north campus (building 401) to enjoy guided tours late afternoon.  A shuttle bus from Campus South (the city) will be available,. We reserved the Kulturküche for dinner Dec 17th. 

 

 

 

 

Monday, December 16

9:00 AM → 9:30 AM Bus transfer

9:30 AM → 10:00 AM Coffee

10:00 AM → 11:40 AM Presentations

10:00 AM Welcome

Speaker: Markus Klute

2024-12-16-gluehwein.pdf

10:20 AM Universal New Physics Latent Space

Speaker: Tore von Schwartz (Uni Hamburg)

universal_latent_space_ToreS.pdf

11:00 AM Anomaly detection with CMS

Speaker: Chitrakshee Yede

ADinCMS_ChitraksheeY_Gluhwein@KIT_.pdf

11:40 AM → 12:10 PM Coffee

12:10 PM → 12:50 PM Presentations

12:10 PM Using machine learning to search for scalar lepton partners at the LHC

Speaker: Patrick Stengel (Ljubljana)

12:50 PM → 1:50 PM Lunch

1:50 PM → 3:50 PM Presentations

1:50 PM AIDO: A Software Package for the Optimization of Continuous and Discrete Detectorparameters using Surrogate Models

Speaker: Kylian Schmidt

aido_gluehwein_workshop.pdf

2:30 PM ML-enhanced optimal detector design with mutual information

Speaker: Kinga Anna Wozniak (Geneva)

3:10 PM The Landscape of Unfolding with Machine Learning

Speaker: Nathan Huetsch (Heidelberg)

3:50 PM → 4:20 PM Coffee

4:20 PM → 6:00 PM Guided tours

Option 1) GridKa
Option 2) KATRIN
Option 3) Forschungsreaktor 2
Each option has a capacity of 20 people. Details on meeting points, etc. during the introduction.

6:00 PM → 6:30 PM Bus transfer

6:30 PM → 9:00 PM Glühwein

Tuesday, December 17

8:30 AM → 9:00 AM Coffee

9:00 AM → 10:20 AM Presentations

9:00 AM End-to-End Multi-Track Reconstruction using Graph Neural Networks at Belle II

https://arxiv.org/abs/2411.13596

Speaker: Lea Reuter (Karlsruhe Institute of Technology (KIT))

EndToEndTracking_Reuter.pdf

9:40 AM Real-time clustering with GNNs - first operational experience

Speakers: Isabel Haide (Karlsruher Institut für Technologie), Marc Neu

10:20 AM → 10:50 AM Coffee

10:50 AM → 12:50 PM Presentations

10:50 AM What theorists can teach experimentalists about calorimeter calibration

Speaker: Lorenz Vogel (Heidelberg)

GlühweinWorkshop2024_LorenzVogel.pdf

11:30 AM Generative Models for Detector Simulation

Speaker: William Korcari (Uni Hamburg)

12:10 PM Calorimeter Simulation with Foundation Models

Speaker: Henning Rose (Uni Hamburg)

Generative transformers for point-cloud simulations.pdf

12:50 PM → 2:20 PM Lunch

2:20 PM → 3:40 PM Presentations

2:20 PM The fundamental limit of jet tagging

2411.02628 [hep-ph]

Speaker: Alexander Mück (Aachen)

3:00 PM How to Unfold Top Decays

Speaker: Sofia Palacios-Schweizer (Heidelberg)

3:40 PM → 4:20 PM Coffee

4:20 PM → 5:40 PM Presentations

4:20 PM Applying 1-Bit Networks to High Energy Physics

Speaker: Daohan Wang (HEPHY)

5:00 PM Accurate and robust methods for direct background estimation in resonant anomaly detection

Speaker: Marie Hein (Heidelberg)

6:00 PM → 8:00 PM Dinner

Wednesday, December 18

8:30 AM → 9:00 AM Coffee

9:00 AM → 10:20 AM Presentations

9:00 AM NN-Taylor Coefficient Analyse (TCA)

Speaker: Lars Sowa (KIT)

9:40 AM Systematic-aware training

Speaker: Artur Monsch (KIT)

10:20 AM → 10:50 AM Coffee

10:50 AM → 1:00 PM Presentations

10:50 AM Methods to Infer the Composition of Ultra-High Energy Cosmic Rays

Speaker: Blaž Bortolato (Ljubljana)

Karlsruhe_Bortolato_v01.pdf

11:30 AM Lorentz-Equivariant Geometric Algebra Transformers

Speaker: Jonas Spinner

12:10 PM Farewell

Speaker: Markus Klute

IMG_8957.jpg