Name: Build Big or Build Smart: Examing Scale and Domain Knowledge in Machine Learning for Fundamental Physics
Start: 2025-09-03T10:00:00+02:00
End: 2025-09-05T17:00:00+02:00
Location: IAS

Build Big or Build Smart: Examing Scale and Domain Knowledge in Machine Learning for Fundamental Physics

from Wednesday, September 3, 2025 (10:00 AM) to Friday, September 5, 2025 (5:00 PM)

Monday, September 1, 2025
Tuesday, September 2, 2025
Wednesday, September 3, 2025

3:00 PM EuCAIF WG1 Discussions
EuCAIF WG1 Discussions
3:00 PM - 5:00 PM
Room: Auditorium
Thursday, September 4, 2025
9:00 AM Intro and Welcome - Lukas Heinrich (TUM)
Intro and Welcome
- Lukas Heinrich (TUM)
9:00 AM - 9:10 AM
Room: Auditorium
9:10 AM End-to-End ML for Neutrinos - Kazuhiro Terao
End-to-End ML for Neutrinos
- Kazuhiro Terao
9:10 AM - 10:10 AM
Room: Auditorium
10:10 AM Foundation Models in HEP - Anna Hallin
Foundation Models in HEP
- Anna Hallin
10:10 AM - 11:00 AM
Room: Auditorium
11:00 AM Coffee Break
Coffee Break
11:00 AM - 11:20 AM
Room: Auditorium
11:20 AM The limits of ML methods in HEP - Humberto Reyes
The limits of ML methods in HEP
- Humberto Reyes
11:20 AM - 11:50 AM
Room: Auditorium
1:15 PM Foundation Models in Astro/Cosmo - Francois Lanusse
Foundation Models in Astro/Cosmo
- Francois Lanusse
1:15 PM - 2:15 PM
Room: Auditorium
2:15 PM Foundation Models in Nuclear Physics (remote) - Yihui Ren
Foundation Models in Nuclear Physics (remote)
- Yihui Ren
2:15 PM - 3:00 PM
Room: Auditorium
3:00 PM Coffee Break
Coffee Break
3:00 PM - 3:20 PM
Room: Auditorium
3:20 PM Build Big Meets Build Smart To Explore The Universe - Carol Cuesta
Build Big Meets Build Smart To Explore The Universe
- Carol Cuesta
3:20 PM - 3:45 PM
Room: Auditorium
3:45 PM Calibration of High-Dimensional Latent Representations - Malte Algren
Calibration of High-Dimensional Latent Representations
- Malte Algren
3:45 PM - 4:20 PM
Room: Auditorium
4:20 PM Large Physics Models - Sascha Caron
Large Physics Models
- Sascha Caron
4:20 PM - 5:00 PM
Room: Auditorium
Friday, September 5, 2025
9:00 AM Transformers and Symmetries - Jonas Spinner
Transformers and Symmetries
- Jonas Spinner
9:00 AM - 9:35 AM
Room: Auditorium
9:35 AM SBI in Gravitational Waves - Annalena Kofler
SBI in Gravitational Waves
- Annalena Kofler
9:35 AM - 10:10 AM
Room: Auditorium
10:10 AM Coffee Break
Coffee Break
10:10 AM - 10:30 AM
Room: Auditorium
10:30 AM What we actually want: The misspecified promise of FMs - Micah Bowles
What we actually want: The misspecified promise of FMs
- Micah Bowles
10:30 AM - 11:05 AM
Room: Auditorium
11:05 AM Transfomers for SKA - Ayodele Ore
Transfomers for SKA
- Ayodele Ore
11:05 AM - 11:40 AM
Room: Auditorium
11:40 AM Closeout - Lukas Heinrich (TUM)
Closeout
- Lukas Heinrich (TUM)
11:40 AM - 12:00 PM
Room: Auditorium
2:00 PM Informal Discussions
Informal Discussions
2:00 PM - 4:00 PM
Room: Auditorium

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