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Enforcing Structure in Scientific Machine Learning for Computational Decision Support & Digital Twins
Presenter
- Karthik Duraisamy
March 23, 2024
ICERM
Contributions to deep learning using a mathematical approach: improved model uncertainty, certified robust models, and faster training of Neural ODEs
Presenter
- Adam Oberman
October 5, 2020
IPAM
Optimization-based computational modeling, or how to achieve better predictiveness with less complexity
Presenter
- Pavel Bochev
November 5, 2010
IMA
Accelerated kinetic Monte Carlo methods: Hierarchical parallel algorithms and coarse-graining
Presenter
- Markos Katsoulakis
October 22, 2010
IMA
Modeling Online-to-Offline Spillovers: Epidemic and Reaction-Diffusion Approaches
Presenter
- Nancy Rodriguez
March 20, 2025
IMSI
Algorithms, Approximation, and Learning in Market and Mechanism Design: "Beyond Classical Fisher Markets: Nonconvexities and Online Allocations"
Presenter
- Yinyu Ye
November 7, 2023
SLMath
Combining model reduction methods and data assimilation tools for the approximation of the solution to parameter dependent PDE’s : Application to quantum mechanics
Presenter
- Yvon Maday
November 15, 2016
IPAM
The role of free energy in the mathematical and numerical analysis of complex fluids models
Presenter
- Claude Le Bris
October 14, 2009
IMA