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(Learner1D) add possibility to use the direct neighbors in the loss

This allows cool things like taking the second derivative into account.

I have created a demo notebook and some plots as to what it may look like:

image

The method is described in these pages: second_derivative.pdf

And you can find the notebook to play with here: adaptive_vs_homogenous.ipynb

Edited by Jorn Hoofwijk