That's a really hard problem, I wonder how stuff like topology and combinatorial mathematics are related to this, do they apply to this kind of problems?
There was a piece here on HN about a week ago on Kolmagorov Arnold network (KANs) as an alternative to NNs.
https://news.ycombinator.com/item?id=40219205
If I understood it correctly, a KAN would be a suitable network to work on this problem, as it's activation functions are in the links (and can be any function).
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[ 1.8 ms ] story [ 21.9 ms ] threadThe answers to the challenge are words so obey a zipfian distribution
A very fast at scale universal symbolic regression machine would be formidable.