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1. federated-sciml federated-sciml Public

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

   Python 4 1

2. one-shot-pde one-shot-pde Public

   One-shot learning for solution operators of partial differential equations

   Jupyter Notebook 19 5

3. neural-topology-optimization neural-topology-optimization Public

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

   Python 5 1

4. pinn-macro-finance pinn-macro-finance Public

   Deep learning for solving and estimating dynamic macro-finance models

   Python 14 8

5. 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 3 1

6. quantum-deeponet quantum-deeponet Public

   Quantum DeepONet: Neural operators accelerated by quantum computing

   Python 13 1