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

Name: Build Big or Build Smart: Examing Scale and Domain Knowledge in Machine Learning for Fundamental Physics
Start: 2025-08-25T09:00:00+02:00
End: 2025-09-19T17:00:00+02:00
Location: MIAPbP

25 Aug 2025, 09:00 → 19 Sept 2025, 17:00 Europe/Berlin

Seminar Room (MIAPbP )

Seminar Room

MIAPbP

Lukas Heinrich, Margarita Osadchy, Michael Kagan, Siddarth Mishra-Sharma, Tobias Golling

Description

MIAPbP

workshop@munich-iapp.de

Monday 25 August
- Mon 25 Aug
- Tue 26 Aug
- Wed 27 Aug
- Thu 28 Aug
- Fri 29 Aug
- Mon 1 Sept
- Tue 2 Sept
- Wed 3 Sept
- Mon 8 Sept
- Tue 9 Sept
- Wed 10 Sept
- Thu 11 Sept
- Fri 12 Sept
- Mon 15 Sept
- Tue 16 Sept
- Wed 17 Sept
- Thu 18 Sept
- 10:00 → 11:00
  
  TBD 1h
- 10:00 → 10:15
  
  Welcome to MIAPbP 15m
- 10:15 → 11:00
  
  MLHEP Overview 45m
  
  Speaker: Nicole Hartmann
  
  Hartman_Slides.pdf
Tuesday 26 August
- Mon 25 Aug
- Tue 26 Aug
- Wed 27 Aug
- Thu 28 Aug
- Fri 29 Aug
- Mon 1 Sept
- Tue 2 Sept
- Wed 3 Sept
- Mon 8 Sept
- Tue 9 Sept
- Wed 10 Sept
- Thu 11 Sept
- Fri 12 Sept
- Mon 15 Sept
- Tue 16 Sept
- Wed 17 Sept
- Thu 18 Sept
- 10:00 → 11:00
  
  SSL in HEP 1h
  
  Speaker: Sam Klein
  
  Klein_Slides.pdf
- 14:30 → 15:30
  
  SSL in LEGEND 1h
  
  Speaker: Niko Lay
  
  Lay_Slides.pptx
Wednesday 27 August
- Mon 25 Aug
- Tue 26 Aug
- Wed 27 Aug
- Thu 28 Aug
- Fri 29 Aug
- Mon 1 Sept
- Tue 2 Sept
- Wed 3 Sept
- Mon 8 Sept
- Tue 9 Sept
- Wed 10 Sept
- Thu 11 Sept
- Fri 12 Sept
- Mon 15 Sept
- Tue 16 Sept
- Wed 17 Sept
- Thu 18 Sept
- 10:00 → 11:00
  
  Graphs 1h
  
  Speaker: Christian Koke
- 14:30 → 15:30
  
  Discovering Symmetries 1h
  
  Speaker: Eduardo Santos-Escriche
  
  Santos-Escriche_Slides.pdf
Thursday 28 August
- Mon 25 Aug
- Tue 26 Aug
- Wed 27 Aug
- Thu 28 Aug
- Fri 29 Aug
- Mon 1 Sept
- Tue 2 Sept
- Wed 3 Sept
- Mon 8 Sept
- Tue 9 Sept
- Wed 10 Sept
- Thu 11 Sept
- Fri 12 Sept
- Mon 15 Sept
- Tue 16 Sept
- Wed 17 Sept
- Thu 18 Sept
- 10:00 → 11:00
  
  Scaling Laws, Double Descent in HEP 1h
  
  Speaker: Matthias Vigl
  
  Vigl_slides.pdf
- 14:30 → 15:30
  
  Identifiability 1h
  
  Speaker: Philipp Scholl
  
  Scholl_Slides.pdf
- 17:30 → 19:30
  
  Discussion and networking - Bavarian Brotzeit 2h
Friday 29 August
- Mon 25 Aug
- Tue 26 Aug
- Wed 27 Aug
- Thu 28 Aug
- Fri 29 Aug
- Mon 1 Sept
- Tue 2 Sept
- Wed 3 Sept
- Mon 8 Sept
- Tue 9 Sept
- Wed 10 Sept
- Thu 11 Sept
- Fri 12 Sept
- Mon 15 Sept
- Tue 16 Sept
- Wed 17 Sept
- Thu 18 Sept
- 10:00 → 11:00
  
  Lattice, QCD 1h
  
  Speaker: Tom Magorsch
- 11:00 → 12:00
  
  Nuclear Physics 1h
  
  Speaker: Lingxiao Wang
  
  Wang_Slides.pdf
- 14:00 → 15:00
  
  NIFTY 1h
  
  Speaker: Philipp Frank
Monday 1 September
- Mon 25 Aug
- Tue 26 Aug
- Wed 27 Aug
- Thu 28 Aug
- Fri 29 Aug
- Mon 1 Sept
- Tue 2 Sept
- Wed 3 Sept
- Mon 8 Sept
- Tue 9 Sept
- Wed 10 Sept
- Thu 11 Sept
- Fri 12 Sept
- Mon 15 Sept
- Tue 16 Sept
- Wed 17 Sept
- Thu 18 Sept
- 10:00 → 11:00
  
  Physics-inpisred ML 1h
  
  Speaker: Shira Rotman
  
  Rotman_slides.pdf
- 14:00 → 15:00
  
  LLMs for physics software 1h
  
  Speaker: Gordon Watts
  
  Watts_Slides.pptx
Tuesday 2 September
- Mon 25 Aug
- Tue 26 Aug
- Wed 27 Aug
- Thu 28 Aug
- Fri 29 Aug
- Mon 1 Sept
- Tue 2 Sept
- Wed 3 Sept
- Mon 8 Sept
- Tue 9 Sept
- Wed 10 Sept
- Thu 11 Sept
- Fri 12 Sept
- Mon 15 Sept
- Tue 16 Sept
- Wed 17 Sept
- Thu 18 Sept
- 10:00 → 11:00
  
  Cosmo 1h
  
  Speaker: Tomasz Kacprzak
- 11:00 → 12:00
  
  Tutorial 1h
  
  Speaker: Matthew Feickert
  
  Tutorial_M. Feickert
- 14:30 → 15:30
  
  Causal inference 1h
  
  Speaker: Nachiketa Chakraborty
- 17:00 → 19:00
  
  Discussion and networking - Pizza 2h
Wednesday 3 September
- Mon 25 Aug
- Tue 26 Aug
- Wed 27 Aug
- Thu 28 Aug
- Fri 29 Aug
- Mon 1 Sept
- Tue 2 Sept
- Wed 3 Sept
- Mon 8 Sept
- Tue 9 Sept
- Wed 10 Sept
- Thu 11 Sept
- Fri 12 Sept
- Mon 15 Sept
- Tue 16 Sept
- Wed 17 Sept
- Thu 18 Sept
- 10:00 → 11:00
  
  Quantum ML 1h
  
  Speaker: Michael Spannowsky
Monday 8 September
- Mon 25 Aug
- Tue 26 Aug
- Wed 27 Aug
- Thu 28 Aug
- Fri 29 Aug
- Mon 1 Sept
- Tue 2 Sept
- Wed 3 Sept
- Mon 8 Sept
- Tue 9 Sept
- Wed 10 Sept
- Thu 11 Sept
- Fri 12 Sept
- Mon 15 Sept
- Tue 16 Sept
- Wed 17 Sept
- Thu 18 Sept
- 11:00 → 11:15
  
  Welcome to MIAPbP 15m
- 11:15 → 12:15
  
  Talk-Intro 1h
- 14:00 → 15:00
  
  Modeling Continuous Functions with Neural Networks 1h
  
  Speaker: Dan Rosenbaum
  
  Rosenbaum_Slides.pdf
- 17:00 → 20:00
  
  Social event and networking - Pizza 3h
Tuesday 9 September
- Mon 25 Aug
- Tue 26 Aug
- Wed 27 Aug
- Thu 28 Aug
- Fri 29 Aug
- Mon 1 Sept
- Tue 2 Sept
- Wed 3 Sept
- Mon 8 Sept
- Tue 9 Sept
- Wed 10 Sept
- Thu 11 Sept
- Fri 12 Sept
- Mon 15 Sept
- Tue 16 Sept
- Wed 17 Sept
- Thu 18 Sept
- 10:00 → 11:00
  
  Anomaly detection in the era of latent spaces 1h
  
  Speaker: Gaia Grosso
  
  Grosso_Slides.pdf
Wednesday 10 September
- Mon 25 Aug
- Tue 26 Aug
- Wed 27 Aug
- Thu 28 Aug
- Fri 29 Aug
- Mon 1 Sept
- Tue 2 Sept
- Wed 3 Sept
- Mon 8 Sept
- Tue 9 Sept
- Wed 10 Sept
- Thu 11 Sept
- Fri 12 Sept
- Mon 15 Sept
- Tue 16 Sept
- Wed 17 Sept
- Thu 18 Sept
- 10:00 → 11:00
  
  Talk 1h
  
  Speaker: Baran Hashemi
  
  Hashemi_Slides.pdf
- 11:00 → 12:00
  
  Probabilistic neural operators 1h
  
  Speaker: Christopher Bülte
  
  Bülte_Slides.pdf
- 14:00 → 15:00
  
  AI systems to take over physics research? 1h
  
  Speaker: Sven Krippendorf
  
  Krippendof_Slides.pdf
Thursday 11 September
- Mon 25 Aug
- Tue 26 Aug
- Wed 27 Aug
- Thu 28 Aug
- Fri 29 Aug
- Mon 1 Sept
- Tue 2 Sept
- Wed 3 Sept
- Mon 8 Sept
- Tue 9 Sept
- Wed 10 Sept
- Thu 11 Sept
- Fri 12 Sept
- Mon 15 Sept
- Tue 16 Sept
- Wed 17 Sept
- Thu 18 Sept
- 14:00 → 15:00
  
  Talk 1h
  
  Speaker: Jonas Von Berg
  
  von Berg_Slides.pdf
Friday 12 September
- Mon 25 Aug
- Tue 26 Aug
- Wed 27 Aug
- Thu 28 Aug
- Fri 29 Aug
- Mon 1 Sept
- Tue 2 Sept
- Wed 3 Sept
- Mon 8 Sept
- Tue 9 Sept
- Wed 10 Sept
- Thu 11 Sept
- Fri 12 Sept
- Mon 15 Sept
- Tue 16 Sept
- Wed 17 Sept
- Thu 18 Sept
- 10:00 → 11:00
  
  Differentiable Jet Clustering 1h
  
  Speaker: Annalena Kofler
  
  Kofler_Slides.pdf
- 14:00 → 15:00
  
  Simulation-Based Inference at the LHC 1h
  
  Speaker: Jay Sanendera
  
  Sandesara_Slides.pdf
Monday 15 September
- Mon 25 Aug
- Tue 26 Aug
- Wed 27 Aug
- Thu 28 Aug
- Fri 29 Aug
- Mon 1 Sept
- Tue 2 Sept
- Wed 3 Sept
- Mon 8 Sept
- Tue 9 Sept
- Wed 10 Sept
- Thu 11 Sept
- Fri 12 Sept
- Mon 15 Sept
- Tue 16 Sept
- Wed 17 Sept
- Thu 18 Sept
- 14:00 → 15:00
  
  Talk 1h
  
  Speaker: Nilotpal Kakat
  
  Kakati_Slides.pdf
Tuesday 16 September
- Mon 25 Aug
- Tue 26 Aug
- Wed 27 Aug
- Thu 28 Aug
- Fri 29 Aug
- Mon 1 Sept
- Tue 2 Sept
- Wed 3 Sept
- Mon 8 Sept
- Tue 9 Sept
- Wed 10 Sept
- Thu 11 Sept
- Fri 12 Sept
- Mon 15 Sept
- Tue 16 Sept
- Wed 17 Sept
- Thu 18 Sept
- 14:00 → 15:00
  
  Grand Design of Collider Space 1h
  
  Speaker: Tianji Cai
  
  Cai_Slides.pdf
- 15:00 → 16:00
  
  Talk 1h
  
  Speaker: Steffen Rulands
- 17:00 → 19:30
  
  Discussion and networking - Bavarian Brotzeit 2h 30m
Wednesday 17 September
- Mon 25 Aug
- Tue 26 Aug
- Wed 27 Aug
- Thu 28 Aug
- Fri 29 Aug
- Mon 1 Sept
- Tue 2 Sept
- Wed 3 Sept
- Mon 8 Sept
- Tue 9 Sept
- Wed 10 Sept
- Thu 11 Sept
- Fri 12 Sept
- Mon 15 Sept
- Tue 16 Sept
- Wed 17 Sept
- Thu 18 Sept
- 10:00 → 11:00
  
  AI for Equations 1h
  
  Speaker: Yong Sheng Koay
  
  Koay_Slides.pdf
Thursday 18 September
- Mon 25 Aug
- Tue 26 Aug
- Wed 27 Aug
- Thu 28 Aug
- Fri 29 Aug
- Mon 1 Sept
- Tue 2 Sept
- Wed 3 Sept
- Mon 8 Sept
- Tue 9 Sept
- Wed 10 Sept
- Thu 11 Sept
- Fri 12 Sept
- Mon 15 Sept
- Tue 16 Sept
- Wed 17 Sept
- Thu 18 Sept
- 10:00 → 11:00
  
  Parnassus: From Truth to "Observation" 1h
  
  Speaker: Dimitrii Kobylianskii
  
  Kobylianskii_Slides.pdf

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

Seminar Room

MIAPbP