Videos

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Structure-Preserving Learning of High-Dimensional Lagrangian and Hamiltonian Systems

Presenter
  • Boris Krämer
January 8, 2025
ICERM

Operator Learning For Solving PDE-related Problems.

Presenter
  • zecheng zhang
June 7, 2023
ICERM

Multifidelity Deep Operator Networks

Presenter
  • Amanda Howard
June 7, 2023
ICERM

Machine learning constitutive models of inelastic materials with microstructure

Presenter
  • Reese Jones
June 6, 2023
ICERM

Transfer learning for surrogate models of PDEs

Presenter
  • Adrienne Propp
June 6, 2023
ICERM

Understanding and mitigating gradient flow pathologies in physics-informed neural networks

Presenter
  • Paris Perdikaris
April 21, 2020
ICERM
Learning dynamical systems from time- and frequency-response data Thumbnail

Learning dynamical systems from time- and frequency-response data

Presenter
  • Serkan Gugercin
November 11, 2025
IMSI

Building GSpyNetTree-II: a gravitational-wave signal vs glitch classifier for the fourth LIGO-Virgo-KAGRA observing run

Presenter
  • Sofia Alvarez-Lopez
June 6, 2025
ICERM
Giulia Luise - Learning to optimize transport plans - IPAM at UCLA Thumbnail

Giulia Luise - Learning to optimize transport plans - IPAM at UCLA

Presenter
  • Giulia Luise
May 19, 2025
IPAM
Learning Interaction laws in particle- and agent-based systems Thumbnail

Learning Interaction laws in particle- and agent-based systems

Presenter
  • Mauro Maggioni
March 18, 2025
IMSI

Digital Twins and Optimization

Presenter
  • Harbir Antil
January 6, 2025
ICERM
Physical constraints in machine learning models of electronic and atomic interactions Thumbnail

Physical constraints in machine learning models of electronic and atomic interactions

Presenter
  • Boris Kozinsky
March 26, 2024
IMSI