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Model Discovery

discovering PDEs from spatiotemporal data

Papers

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Showing 41–50 of 87 papers

TitleStatusHype
Auxiliary Functions as Koopman Observables: Data-Driven Analysis of Dynamical Systems via Polynomial OptimizationCode0
Convergence of uncertainty estimates in Ensemble and Bayesian sparse model discovery—0
Automatic Discovery of Multi-perspective Process Model using Reinforcement Learning—0
Interpretable Scientific Discovery with Symbolic Regression: A ReviewCode0
A new family of Constitutive Artificial Neural Networks towards automated model discoveryCode1
Shape-Aware Masking for Inpainting in Medical Imaging—0
Learning Sparse Nonlinear Dynamics via Mixed-Integer OptimizationCode1
Error-in-variables modelling for operator learning—0
Discrepancy Modeling Framework: Learning missing physics, modeling systematic residuals, and disambiguating between deterministic and random effectsCode0
Discovering Governing Equations from Partial Measurements with Deep Delay Autoencoders—0
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