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Physics-Constrained Data-Driven Modeling : A Vision for Prediction, Design and Operation of Complex Systems
Presenter
- Karthik Duraisamy
March 8, 2018
IMA
MaLT: Machine-Learning-Guided Test Case Design and Fault Localization of Complex Software Systems
Presenter
- Irene Ji
May 21, 2025
IMSI
Machine Learning the Exchange And Correlation Functional In DFT
Presenter
- Marivi Fern\u00e1ndez-Serra
March 26, 2024
IMSI
A Method for Computing Inverse Parametric PDE Problems with Randomized Neural Networks
Presenter
- Suchuan Dong
June 9, 2023
ICERM
Machine-Learned Finite Element Exterior Calculus for Linear and Nonlinear Problems
Presenter
- Jonas Actor
June 6, 2023
ICERM
Oliver Eberle - Explainable structured machine learning in similarity, graph and transformer models
Presenter
- Oliver Eberle
January 12, 2023
IPAM
Osbert Bastani - Interpretable Machine Learning via Program Synthesis - IPAM at UCLA
Presenter
- Osbert Bastani
January 10, 2023
IPAM
Mean field approximations via log-concavity, and a non-asymptotic perspective on mean field control
Presenter
- Daniel Lacker
May 26, 2022
IMSI
Hardware Architectures for Homomorphic Encryption: A Customer’s Perspective
Presenter
- Wei Dai
February 8, 2022
IMSI
Structured Autoencoders for Operator-theoretic decomposition and Model reduction of Spatio-temporal dynamics
Presenter
- Karthik Duraisamy
March 25, 2020
ICERM
