Glühwein Workshop 2025 @RWTH

Session

Presentations

15 Dec 2025, 09:00

Erholungsgesellschaft Aachen

Conveners

Presentations

• Michael Kramer

Presentations

• There are no conveners in this block

Presentations

• There are no conveners in this block

Presentations

• There are no conveners in this block

Presentations

• There are no conveners in this block

Presentations

• There are no conveners in this block

Presentations

• There are no conveners in this block

Presentations

• There are no conveners in this block

Presentations

• There are no conveners in this block

Presentations

• There are no conveners in this block

3. Welcome

Michael Kramer

15/12/2025, 09:00

9. PanShower: One model for all calorimeter showers

Thorsten Buss

15/12/2025, 09:10

Detector Simulation

12. OmniJet-Alpha Calorimeter Showers

Henning Rose (Uni Hamburg)

15/12/2025, 09:45

Detector Simulation

8. Cross-Geometry Fast Electromagnetic Shower Simulation

Lorenzo Valente (University of Hamburg)

15/12/2025, 10:50

Detector Simulation

10. A fast sim Christmas carol, in prose

Luigi Favaro (Universite Catholique de Louvain (UCL) (BE))

15/12/2025, 11:25

Detector Simulation

11. Machine Learned Muon Detector Showers

Ayse Asu Guvenli (Yildiz Technical University (TR))

15/12/2025, 12:00

Detector Simulation

29. What exactly did the transformer learn from our physics data?

Martin Erdmann (Rheinisch Westfaelische Tech. Hoch. (DE))

15/12/2025, 13:40

13. GNN-based end-to-end reconstruction in highly granular calorimeters

Katharina Schäuble

15/12/2025, 14:00

Detector Simulation

20. The Physics Behind ML-based Quark-Gluon Taggers

Sophia Vent

15/12/2025, 14:35

Other

16. ATLAS Open Data: A Benchmark for FMs in HEP?

Chris Scheulen

15/12/2025, 15:40

Foundation Models

14. The limits of ML methods in HEP

Dr Humberto Reyes-González (RWTH Aachen)

15/12/2025, 16:15

Foundation Models

15. Repurposing Large Language Models for Cosmology

Daniel Schiller (Institute for Theoretical Physics, Heidelberg University)

15/12/2025, 16:50

Foundation Models

24. Simulation-Prior Independent Neural Unfolding Procedure

Theo Heimel (UCLouvain)

16/12/2025, 09:00

Unfolding

21. Generative unfolding of jets and their substructure

Antoine Petitjean (Heidelberg University)

16/12/2025, 09:35

Unfolding

22. Unbinning global LHC analyses - Simulation Based Inference for the Higgs-gauge sector

Nikita Schmal (Universität Heidelberg)

16/12/2025, 10:40

Unfolding

25. OmniFold: Unbinned, High-Dimensional Precision Measurements through Modern Machine Learning

Jingjing Pan (KIT - Karlsruhe Institute of Technology (DE))

16/12/2025, 11:15

Unfolding

23. Inferring fragmentation functions from data with iHOMER

Ayodele Ore

16/12/2025, 11:50

Unfolding

4. CMS anomaly detection results

Aritra Bal (KIT - Karlsruhe Institute of Technology (DE))

16/12/2025, 14:00

Anomaly Detection

26. Significance metrics for anomaly detection

Tore von Schwarz

16/12/2025, 14:35

6. How to pick the best anomaly detector?

Marie Hein (RWTH Aachen University)

16/12/2025, 15:40

Anomaly Detection

27. Broadening the Sensitivity of Anomaly Detection

Lukas Lang

16/12/2025, 16:15

7. Anomaly detection for multijet resonances

Chitrakshee Yede

17/12/2025, 09:00

Anomaly Detection

5. Anomaly detection for long-lived particles

Jovin Drews (Hamburg University (DE))

17/12/2025, 09:35

Anomaly Detection

17. Autonomus AI Agents for Particle Physics

Tim Lukas

17/12/2025, 10:40

Other

19. Quantum Machine Learning for the LHC

Aritra Bal (KIT - Karlsruhe Institute of Technology (DE))

17/12/2025, 11:15

Other

18. Amplitude Surrogates for Multi-Jet Processes

Luca Beccatini

17/12/2025, 11:50

Other

28. CaloHadronic: a diffusion model for the generation of hadronic showers

Martina Mozzanica (university of hamburg)