Neural Networks Trained to Solve Differential Equations Learn General Representations

Martin Magill, Faisal Qureshi, Hendrick de Haan

Neural Information Processing Systems 

We find that the first hidden layers are general, and that they learn generalized coordinates over the input domain. Deeper layers are successively more specific.

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