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Eliezer_Yudkowsky comments on Ingredients of Timeless Decision Theory - Less Wrong
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That's "Causality: models, reasoning, and inference By Judea Pearl"...? "Not mathy"? It's jammed full of dense maths! It has integration symbols, summation symbols, logic, probability, theorems and lemmas coming out of its ears! Obviously, Pearl is showing off to impress his peers ;-)
Probably a little, but it does help you find mistakes where they exist.
(Okay, that was showing off.)