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" ... Pearl's stance is clear: "Causal reasoning is an indispensable component of human thought that should be formalized and algorithimitized toward achieving human-level machine intelligence" [1]. How are AI researchers working to get there? The question is not whether to use deep learning or causal models, but how to profoundly integrate and fuse functions with models. In the parlance of Daniel Kahneman’s book Thinking Fast and Slow, function-based is to "fast" as model-based is to "slow", and there are strong arguments in cognitive science literature that humans must at least combine them both. ... "