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Model Discovery

discovering PDEs from spatiotemporal data

Papers

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Showing 71–80 of 87 papers

TitleStatusHype
Efficient hybrid modeling and sorption model discovery for non-linear advection-diffusion-sorption systems: A systematic scientific machine learning approachCode0
Adaptive Uncertainty-Guided Model Selection for Data-Driven PDE DiscoveryCode0
Learning Equations from Biological Data with Limited Time SamplesCode0
DeepArchitect: Automatically Designing and Training Deep ArchitecturesCode0
Learning normal form autoencoders for data-driven discovery of universal,parameter-dependent governing equationsCode0
Towards Model Discovery Using Domain Decomposition and PINNsCode0
Bi-Level optimization for parameter estimation of differential equations using interpolationCode0
Scalable Sparse Regression for Model Discovery: The Fast Lane to InsightCode0
Model discovery in the sparse sampling regimeCode0
Enhancing generalizability of model discovery across parameter space with multi-experiment equation learning (ME-EQL)Code0
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