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Enforcing Structure in Scientific Machine Learning for Computational Decision Support & Digital Twins
Presenter
- Karthik Duraisamy
March 23, 2024
ICERM
Building Digital Twins of the Earth for NVIDIA’s Earth-2 Initiative
Presenter
- Karthik Kashinath
November 2, 2022
IMSI
Structured Autoencoders for Operator-theoretic decomposition and Model reduction of Spatio-temporal dynamics
Presenter
- Karthik Duraisamy
March 25, 2020
ICERM
Physics-Constrained Data-Driven Modeling : A Vision for Prediction, Design and Operation of Complex Systems
Presenter
- Karthik Duraisamy
March 8, 2018
IMA
Relaxations: Deriving Algorithms for Learning and Optimization
Presenter
- Karthik Sridharan
February 26, 2015
IMA
Random algebraic varieties and their applications to hardness of approximation
Presenter
- Bhargav Narayanan
February 14, 2022
IAS
Towards Constructing Expanders via Lifts: Hopes and Limitations
Presenter
- Alexandra Kolla
March 11, 2015
SLMath
Discrete Optimization Under Moment Uncertainty: Complexity, Persistency and Asymptotics
Presenter
- Dimitris Bertsimas
January 19, 2007
IMA