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

Contribution List

15. EuCAIF WG1 Discussions

03/09/2025, 15:00

2. Intro and Welcome

Lukas Heinrich (TUM)

04/09/2025, 09:00

3. End-to-End ML for Neutrinos

Kazuhiro Terao

04/09/2025, 09:10

4. Foundation Models in HEP

Anna Hallin

04/09/2025, 10:10

17. The limits of ML methods in HEP

Humberto Reyes

04/09/2025, 11:20

6. Foundation Models in Astro/Cosmo

Francois Lanusse

04/09/2025, 13:15

7. Foundation Models in Nuclear Physics (remote)

Yihui Ren

04/09/2025, 14:15

10. Build Big Meets Build Smart To Explore The Universe

Carol Cuesta

04/09/2025, 15:20

18. Calibration of High-Dimensional Latent Representations

Malte Algren

04/09/2025, 15:45

5. Large Physics Models

Sascha Caron

04/09/2025, 16:20

8. Transformers and Symmetries

Jonas Spinner

05/09/2025, 09:00

9. SBI in Gravitational Waves

Annalena Kofler

05/09/2025, 09:35

11. What we actually want: The misspecified promise of FMs

Micah Bowles

05/09/2025, 10:30

16. Transfomers for SKA

Ayodele Ore

05/09/2025, 11:05

13. Closeout

Lukas Heinrich (TUM)

05/09/2025, 11:40

14. Informal Discussions

05/09/2025, 14:00

12. Weight Morphologies in Neural Networks

Steffen Rulands