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Comment by mtlmtlmtlmtl
FWIW, classical algorithms(with a small neural net for eval) is still the strongest approach for chess, consistently beating out more heavily NN based approaches in TCEC. And I'm not an expert, but I'm pretty sure the strongest AIs for various complex games like Starcraft 2 have a strong cognitive component while using neural nets for particular subtasks.