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Model Discovery

discovering PDEs from spatiotemporal data

Papers

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Showing 11–20 of 87 papers

TitleStatusHype
Learning Sparse Nonlinear Dynamics via Mixed-Integer OptimizationCode1
TorchSISSO: A PyTorch-Based Implementation of the Sure Independence Screening and Sparsifying Operator for Efficient and Interpretable Model DiscoveryCode1
A new family of Constitutive Artificial Neural Networks towards automated model discoveryCode1
Automatically Differentiable Model Updating (ADiMU): conventional, hybrid, and neural network material model discovery including history-dependency—0
Automated Statistical Model Discovery with Language Models—0
Optimal Pricing for Data-Augmented AutoML Marketplaces—0
Automated Model Discovery for Tensional Homeostasis: Constitutive Machine Learning in Growth and Remodeling—0
A Competitive Learning Approach for Specialized Models: A Solution for Complex Physical Systems with Distinct Functional Regimes—0
Computational model discovery with reinforcement learning—0
A Unified Framework for Sparse Relaxed Regularized Regression: SR3—0
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