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In Artificial Intelligence for Games 2E the authors discuss racing games regularly and say that approaches built on steering behavior primitives (i.e. reactive planning) can be very well-suited to the domain. (I'm in the middle of reading it now, so I can't say whether they make the same claims for reinforcement learning.) It of course depends on your exact ...

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