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[Feature]: Better behavior with unused variables #338

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MilesCranmer opened this issue Aug 12, 2024 · 0 comments
Open

[Feature]: Better behavior with unused variables #338

MilesCranmer opened this issue Aug 12, 2024 · 0 comments

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@MilesCranmer
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Feature Request

It seems that PySR can struggle in the presence of dummy variables:

Screenshot 2024-08-12 at 22 01 45

^From a really nice paper from @yoshitomo-matsubara et al.

So this issue is set up to track this performance issue and see how we can eliminate it. I think the node-expansion branch will help a lot with this, once landed, although it won't be completely general to operators. So I wonder if there's a better way, like using a quick-and-dirty feature importance measure to select variables at each mutation.

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