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Add a way to add simple versions of validity domains #374

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pobonomo opened this issue Nov 12, 2024 · 0 comments
Open

Add a way to add simple versions of validity domains #374

pobonomo opened this issue Nov 12, 2024 · 0 comments
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enhancement New feature or request

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@pobonomo
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pobonomo commented Nov 12, 2024

There's a nice paper that discusses validity domains in the same context as Gurobi ML: https://arxiv.org/abs/2406.10065

The more elaborate validity domain proposed are not so trivial to implement but at least the most simple one seems to have some beneficial effect and should be simple to add.

@pobonomo pobonomo added the enhancement New feature or request label Nov 12, 2024
pobonomo added a commit to pobonomo/gurobi-machinelearning that referenced this issue Nov 18, 2024
It works on a neural network. Should work on other objects
except column transformers that are a special case.
pobonomo added a commit to pobonomo/gurobi-machinelearning that referenced this issue Nov 19, 2024
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