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1. manifold-deeponet manifold-deeponet Public

   Solving forward and inverse partial differential equation problems on unknown manifolds via physics-informed neural operators

   C++ 3 1

2. federated-sciml federated-sciml Public

   Federated scientific machine learning for approximating functions and solving differential equations with data heterogeneity

   Python 6 1

3. one-shot-pde one-shot-pde Public

   One-shot learning for solution operators of partial differential equations

   Jupyter Notebook 30 6

4. neural-topology-optimization neural-topology-optimization Public

   Neural topology optimization via active learning for efficient channel design in turbulent mass transfer

   Python 16 2

5. pinn-macro-finance pinn-macro-finance Public

   Deep learning for solving and estimating dynamic macro-finance models

   Python 19 9

6. pinn-valve-tissue-parameters pinn-valve-tissue-parameters Public

   A noninvasive method for determining elastic parameters of valve tissue using physics-informed neural networks

   Python 7 4