Videos

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Perspectives and Practice for Scientific Machine Learning in Process Systems: Dynamic Surrogacy and Causal Discovery

Presenter
  • Jordan Jalving
March 24, 2024
ICERM

Physics Constrained Machine Learning for Scientific Computing

Presenter
  • Danielle Robinson
March 23, 2024
ICERM

Enforcing Structure in Scientific Machine Learning for Computational Decision Support & Digital Twins

Presenter
  • Karthik Duraisamy
March 23, 2024
ICERM
Efficient Invariant Embeddings for multisets, point sets, and graphs Thumbnail

Efficient Invariant Embeddings for multisets, point sets, and graphs

Presenter
  • Nadav Dym
December 13, 2023
IMSI
Nathan Wiebe - Quantum Machine Learning - IPAM at UCLA Thumbnail

Nathan Wiebe - Quantum Machine Learning - IPAM at UCLA

Presenter
  • Nathan Wiebe
October 16, 2023
IPAM
Introductory Workshop: Algorithms, Fairness, and Equity: "Estimating and Controlling for Fairness via Sensitive Attribute Predictors" Thumbnail

Introductory Workshop: Algorithms, Fairness, and Equity: "Estimating and Controlling for Fairness via Sensitive Attribute Predictors"

Presenter
  • Jeremias Sulam
August 30, 2023
SLMath
Introductory Workshop: Algorithms, Fairness, and Equity: "Epistemic Uncertainty, the AI Problem Understanding Gap and the Necessity of Structured Societal Context Knowledge for Safe, Robust AI" Thumbnail

Introductory Workshop: Algorithms, Fairness, and Equity: "Epistemic Uncertainty, the AI Problem Understanding Gap and the Necessity of Structured Societal Context Knowledge for Safe, Robust AI"

Presenter
  • Donald Martin
August 30, 2023
SLMath

Leveraging Multi-time Hamilton Jacobi PDEs for Certain Scientific Machine Learning Problems

Presenter
  • Paula Chen
June 9, 2023
ICERM

A Method for Computing Inverse Parametric PDE Problems with Randomized Neural Networks

Presenter
  • Suchuan Dong
June 9, 2023
ICERM

Learning Neural Operators for Complex Physical System Modeling

Presenter
  • Yue Yu
June 9, 2023
ICERM

Optimization-in-the-loop ML for energy and climate

Presenter
  • Priya Donti
June 9, 2023
ICERM

Exact Gradient Computation for Spiking Neural Networks via Forward Propagation

Presenter
  • Amin Karbasi
June 8, 2023
ICERM