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Model Discovery

discovering PDEs from spatiotemporal data

Papers

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Showing 31–40 of 87 papers

TitleStatusHype
On sparse regression, Lp-regularization, and automated model discovery—0
HyperSINDy: Deep Generative Modeling of Nonlinear Stochastic Governing Equations—0
Extreme sparsification of physics-augmented neural networks for interpretable model discovery in mechanics—0
Naming Practices of Pre-Trained Models in Hugging Face—0
End-to-end Phase Field Model Discovery Combining Experimentation, Crowdsourcing, Simulation and Learning—0
Adaptive Uncertainty-Guided Model Selection for Data-Driven PDE DiscoveryCode0
Explainable Deep Learning for Tumor Dynamic Modeling and Overall Survival Prediction using Neural-ODECode1
A Competitive Learning Approach for Specialized Models: A Solution for Complex Physical Systems with Distinct Functional Regimes—0
The Future of Fundamental Science Led by Generative Closed-Loop Artificial Intelligence—0
Efficient hybrid modeling and sorption model discovery for non-linear advection-diffusion-sorption systems: A systematic scientific machine learning approachCode0
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