Name: Glühwein Workshop 2025 @RWTH
Start: 2025-12-15T09:00:00+01:00
End: 2025-12-17T13:00:00+01:00
Location: Erholungsgesellschaft Aachen

Glühwein Workshop 2025 @RWTH

from Monday, 15 December 2025 (09:00) to Wednesday, 17 December 2025 (13:00)

Monday, 15 December 2025
09:00 Presentations
09:00 - 10:20
Contributions

09:00 Welcome - Michael Kramer

09:10 PanShower: One model for all calorimeter showers - Thorsten Buss

09:45 OmniJet-Alpha Calorimeter Showers - Henning Rose (Uni Hamburg)
10:20 Coffee
Coffee
10:20 - 10:50
10:50 Presentations
10:50 - 12:35
Contributions

10:50 Cross-Geometry Fast Electromagnetic Shower Simulation - Lorenzo Valente (University of Hamburg)

11:25 A fast sim Christmas carol, in prose - Luigi Favaro (Universite Catholique de Louvain (UCL) (BE))

12:00 Machine Learned Muon Detector Showers - Ayse Asu Guvenli (Yildiz Technical University (TR))
12:35 Lunch
Lunch
12:35 - 13:40
13:40 Presentations
13:40 - 15:10
Contributions

13:40 What exactly did the transformer learn from our physics data? - Martin Erdmann (Rheinisch Westfaelische Tech. Hoch. (DE))

14:00 GNN-based end-to-end reconstruction in highly granular calorimeters - Katharina Schäuble

14:35 The Physics Behind ML-based Quark-Gluon Taggers - Sophia Vent
15:10 Coffee
Coffee
15:10 - 15:40
15:40 Presentations
15:40 - 17:25
Contributions

15:40 ATLAS Open Data: A Benchmark for FMs in HEP? - Chris Scheulen

16:15 The limits of ML methods in HEP - Humberto Reyes-González (RWTH Aachen)

16:50 Repurposing Large Language Models for Cosmology - Daniel Schiller (Institute for Theoretical Physics, Heidelberg University)
17:25 Reception
Reception
17:25 - 19:00
Tuesday, 16 December 2025
09:00 Presentations
09:00 - 10:10
Contributions

09:00 Simulation-Prior Independent Neural Unfolding Procedure - Theo Heimel (UCLouvain)

09:35 Generative unfolding of jets and their substructure - Antoine Petitjean (Heidelberg University)
10:10 Coffee
Coffee
10:10 - 10:40
10:40 Presentations
10:40 - 12:25
Contributions

10:40 Unbinning global LHC analyses - Simulation Based Inference for the Higgs-gauge sector - Nikita Schmal (Universität Heidelberg)

11:15 OmniFold: Unbinned, High-Dimensional Precision Measurements through Modern Machine Learning - Jingjing Pan (KIT - Karlsruhe Institute of Technology (DE))

11:50 Inferring fragmentation functions from data with iHOMER - Ayodele Ore
12:25 Lunch
Lunch
12:25 - 14:00
14:00 Presentations
14:00 - 15:10
Contributions

14:00 CMS anomaly detection results - Aritra Bal (KIT - Karlsruhe Institute of Technology (DE))

14:35 Significance metrics for anomaly detection - Tore von Schwarz
15:10 Coffee
Coffee
15:10 - 15:40
15:40 Presentations
15:40 - 16:50
Contributions

15:40 How to pick the best anomaly detector? - Marie Hein (RWTH Aachen University)

16:15 Broadening the Sensitivity of Anomaly Detection - Lukas Lang
16:50 Cathedral tour
Cathedral tour
16:50 - 18:30
Wednesday, 17 December 2025
09:00 Presentations
09:00 - 10:10
Contributions

09:00 Anomaly detection for multijet resonances - Chitrakshee Yede

09:35 Anomaly detection for long-lived particles - Jovin Drews (Hamburg University (DE))
10:10 Coffee
Coffee
10:10 - 10:40
10:40 Presentations
10:40 - 12:25
Contributions

10:40 Autonomus AI Agents for Particle Physics - Tim Lukas

11:15 Quantum Machine Learning for the LHC - Aritra Bal (KIT - Karlsruhe Institute of Technology (DE))

11:50 Amplitude Surrogates for Multi-Jet Processes - Luca Beccatini