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We chose the TV regularization simply for its popularity; any other regularizers could be substituted as well.
In the training process we decided to use a simple form of regularizer called weight decay.
One first needs to see what the PDE solutions are expected to behave like on the measurement domain, for example on a portion of the boundary, and then impose this prior knowledge in the form of an appropriate regularizer in the data completion formulation.