johnswentworth comments on Harper’s Fishing Nets: a review of Plato’s Camera by Paul Churchland - Less Wrong
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So, you're thinking that human abstraction ability derives from probable morphisms rather than certain morphisms over weaker classes? That makes a lot of sense.
On the other hand, from what I've seen in CS classes, humans do not seem very good at recognizing equivalences even between pushdown automata beyond a few simple cases. A human equipped with pencil and lots of paper can do a good job, but that's an awful lot more powerful than just a human.
A professional scientist falls more under "human equipped with pencil and lots of paper". Nobody said second-level learning was easy.
Maybe? I think that first what happens is that we identify a probable morphism, and then we adjust the two theories at hand in order to eliminate the uncertainty from the morphism by pushing it "upwards" (into the imprecision of the higher-level model) and "downwards" (into the parameter dimensionality of the lower-level model).