Sampling, Inference, and Data-Driven Physical Modeling in Scientific Machine Learning

January 13 - 17, 2025

Schedule

All times in this Schedule are Pacific Time (PT)

Monday, January 13, 2025

Morning Session
8:00 - 8:55 Check-In/Breakfast (Hosted by IPAM)
8:55 - 9:00 Welcome and Opening Remarks
9:00 - 9:30
Stanley Osher (University of California, Los Angeles (UCLA))

Recent Results on Mean Field Games, Optimal Transport, and In-Context Learning

9:45 - 10:15
Haomin Zhou (Georgia Institute of Technology)

Parameterized Wasserstein Geometric Flow

10:25 - 10:45 Break
10:45 - 11:15
11:30 - 12:00
12:15 - 2:15 Lunch (on your own)

Afternoon Session
2:15 - 2:45
3:15 - 3:45
4:00 - 4:20 Lightning Poster Session
4:20 - 6:00 Poster Session & Reception (Hosted by IPAM)

Tuesday, January 14, 2025

Morning Session
8:00 - 9:00 Check-In/Breakfast (Hosted by IPAM)
9:00 - 9:30
Rebecca Willett (University of Chicago)

Learned Emulators of Physical Systems

9:45 - 10:15
Hayden Schaeffer (University of California, Los Angeles (UCLA))

Recent Approaches for PDE Foundation Models for Fluid Dynamics

10:25 - 10:45 Break
10:45 - 11:15
Li Wang (University of Minnesota, Twin Cities)

Learning-enhanced structure preserving methods for Landau equation

11:30 - 12:00
12:15 - 2:15 Lunch (on your own)

Afternoon Session
2:15 - 2:45
3:15 - 3:45

Wednesday, January 15, 2025

Morning Session
8:00 - 9:00 Check-In/Breakfast (Hosted by IPAM)
9:00 - 9:30
9:45 - 10:15
10:25 - 10:45 Break
10:45 - 11:15
11:30 - 12:00
12:15 - 2:15 Lunch (on your own)

Afternoon Session
2:15 - 2:45
Markos Katsoulakis (University of Massachusetts Amherst)

Hamilton-Jacobi Equations and Mean-Field Games for Robust Generative Modeling

3:15 - 3:45
4:00 - 4:30

Thursday, January 16, 2025

Morning Session
8:00 - 9:00 Check-In/Breakfast (Hosted by IPAM)
9:00 - 9:30
Youssef Marzouk (Massachusetts Institute of Technology)

"Interacting particle samplers based on kernelized Fisher–Rao gradient flow”

9:45 - 10:15
Nisha Chandramoorthy (Georgia Institute of Technology)

Learning physical dynamics and a dynamical sampling algorithm

10:25 - 10:45 Break
10:45 - 11:15
11:30 - 12:00
Fuqun Han (University of California, Los Angeles (UCLA))

Noise-Free Sampling Algorithms with Regularized Wasserstein Proximals

12:15 - 2:15 Lunch (on your own)

Afternoon Session
2:15 - 2:45
Eric Vanden-Eijnden (New York University)

 

3:15 - 3:45
4:00 - 4:30

Friday, January 17, 2025

Morning Session
8:00 - 9:00 Check-In/Breakfast (Hosted by IPAM)
9:00 - 9:30
9:45 - 10:15
Carola Schönlieb (University of Cambridge)

Virtual Talk: Learned regularisation for inverse problems - the dos and don’ts

10:25 - 10:45 Break
10:45 - 11:15
Scott McCalla (Montana State University - Bozeman)

Tracking bacterial growth using a nonlocal interfacial model

11:30 - 12:00
David Bortz (University of Colorado Boulder)

Virtual Talk: The Weak Form Is Stronger Than You Think

12:15 - 2:15 Lunch (on your own)

Afternoon Session
2:15 - 2:45