Potential avenues
End-to-end permutation learning: Transport polytope problem as a layer, solving with sinkhorn using implicit differentiation for image order (puzzle solving..)
Convert an image into a shape representation (so everything is made up of primitives..) impose the primitives with declarative nodes?
Rank pooling (mentioned by stephen gould) https://ivi.fnwi.uva.nl/isis/publications/2017/FernandoTPAMI2017/FernandoTPAMI2017.pdf
Robustness (possibilities for reducing adversarial attacks?)
Geometric model fitting situtations (computer vision)
Control systems (hard constraints are obvious in a lot of these)
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