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

25 August - 19 September 2025

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

Week 1
Mon 25/08/2025
Time Session
10:00 - 10:15

Welcome to MIAPbP

10:15 - 11:00

MLHEP Overview

Nicole Hartmann

Hartman_Slides.pdf

Tue 26/08/2025
Time Session
10:00 - 11:00

SSL in HEP

Sam Klein

Klein_Slides.pdf

14:30 - 15:30

SSL in LEGEND

Niko Lay

Lay_Slides.pptx

Wed 27/08/2025
Time Session
10:00 - 11:00

Graphs

Christian Koke

14:30 - 15:30

Discovering Symmetries

Eduardo Santos-Escriche

Santos-Escriche_Slides.pdf

Thu 28/08/2025
Time Session
10:00 - 11:00

Scaling Laws, Double Descent in HEP

Matthias Vigl

Vigl_slides.pdf

14:30 - 15:30

Identifiability

Philipp Scholl

Scholl_Slides.pdf

17:30 - 19:30

Discussion and networking - Bavarian Brotzeit

Fri 29/08/2025
Time Session
10:00 - 11:00

Lattice, QCD

Tom Magorsch

11:00 - 12:00

Nuclear Physics

Lingxiao Wang

Wang_Slides.pdf

14:00 - 15:00

NIFTY

Philipp Frank

Week 2
Mon 01/09/2025
Time Session
10:00 - 11:00

Physics-inpisred ML

Shira Rotman

Rotman_slides.pdf

14:00 - 15:00

LLMs for physics software

Gordon Watts

Watts_Slides.pptx

Tue 02/09/2025
Time Session
10:00 - 11:00

Cosmo

Tomasz Kacprzak

11:00 - 12:00

Tutorial

Matthew Feickert

Tutorial_M. Feickert

14:30 - 15:30

Causal inference

Nachiketa Chakraborty

17:00 - 19:00

Discussion and networking - Pizza

Wed 03/09/2025
Time Session
10:00 - 11:00

Quantum ML

Michael Spannowsky

Week 3
Mon 08/09/2025
Time Session
11:00 - 11:15

Welcome to MIAPbP

11:15 - 12:15

Talk-Intro

14:00 - 15:00

Modeling Continuous Functions with Neural Networks

Dan Rosenbaum

Rosenbaum_Slides.pdf

17:00 - 20:00

Social event and networking - Pizza

Tue 09/09/2025
Time Session
10:00 - 11:00

Anomaly detection in the era of latent spaces

Gaia Grosso

Grosso_Slides.pdf

Wed 10/09/2025
Time Session
10:00 - 11:00

Talk

Baran Hashemi

Hashemi_Slides.pdf

11:00 - 12:00

Probabilistic neural operators

Christopher Bülte

Bülte_Slides.pdf

14:00 - 15:00

AI systems to take over physics research?

Sven Krippendorf

Krippendof_Slides.pdf

Thu 11/09/2025
Time Session
14:00 - 15:00

Talk

Jonas Von Berg

von Berg_Slides.pdf

Fri 12/09/2025
Time Session
10:00 - 11:00

Differentiable Jet Clustering

Annalena Kofler

Kofler_Slides.pdf

14:00 - 15:00

Simulation-Based Inference at the LHC

Jay Sanendera

Sandesara_Slides.pdf

Week 4
Mon 15/09/2025
Time Session
14:00 - 15:00

Talk

Nilotpal Kakat

Kakati_Slides.pdf

Tue 16/09/2025
Time Session
14:00 - 15:00

Grand Design of Collider Space

Tianji Cai

Cai_Slides.pdf

15:00 - 16:00

Talk

Steffen Rulands

17:00 - 19:30

Discussion and networking - Bavarian Brotzeit

Wed 17/09/2025
Time Session
10:00 - 11:00

AI for Equations

Yong Sheng Koay

Koay_Slides.pdf

Thu 18/09/2025
Time Session
10:00 - 11:00

Parnassus: From Truth to "Observation"

Dimitrii Kobylianskii

Kobylianskii_Slides.pdf

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