gwern comments on What is the difference between rationality and intelligence? - Less Wrong

11 Post author: Wei_Dai 13 August 2014 11:19AM

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Comment author: gwern 17 August 2014 01:24:53AM *  3 points [-]

I think Stanovich gives a persuasive model which, while complex, seems to explain the various results in a more sophisticated way than just System I vs System II. I'm not sure to what extent you could argue that his breakdown is universal, but I think it's useful to ask why his model of intelligence-as-modeling sometimes invoked to solve problems with specific pieces of knowledge allowing solution of particularly tricky problems (to simplify his scheme) would not be universal. It may be to get an efficient agent, you do need to have a lot of hardwired frugal processing (System I) which occasionally punts to more detailed simulation/modeling cognition (System II) which is augmented by general heuristics/theories/pieces of knowledge. (I seem to recall reading a paper from the Schmidhuber lab where they found that one of their universal agents ran much better when they encoded some relevant knowledge into its program, but I can't refind it. It might be their Optimal Ordered Problem Solver.)