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Physics informed neural network package for hyperparameter tuning

Is there any good PINN package or algorithm for hyperparameter tuning to accelerate convergence?
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ODEs solved by physics-informed neural networks

Is it possible that an ODE (with an IC) solution by physics informed neural networks (PINNs) turns out to be a mixture of several branch solutions of the same bulk ODE but with different ICs, even ...
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