A polynomial neural network can implement a truncated Lie map, allowing its weights to be computed directly from a differential equation instead of trained, or fitted from data when the equation is unknown.
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Matrix Lie Maps and Neural Networks for Solving Differential Equations
A polynomial neural network can implement a truncated Lie map, allowing its weights to be computed directly from a differential equation instead of trained, or fitted from data when the equation is unknown.