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There is always Infinite Chess https://en.wikipedia.org/wiki/Infinite_chess and other games with complete information, but unbounded state. (Or even just bounded, but finite, such as Hex.) Monte Carlo + NN seems like a good approach, so maybe it'd be worth a go.

Imperfect information games seem like a much more interesting challenge though.



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