cousin_it comments on Decision theory: Why we need to reduce “could”, “would”, “should” - Less Wrong
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A specialized not-obviously-CSA for a specific problem can be better than any known CSA. Is it useful to model array-sorting algorithms as incrementally increasing some kind of "utility functions"? Shouldn't you narrow the problem domain a bit, for your statement to hold? But if we narrow it in the obvious way, we get tree-search with heuristics and there you have your answers nicely laid out mathematically.
Please exhibit a model agent (however simple) that can logically arrive at such a prediction, and then experience some kind of paradox/problem because of it. I say there's no way: the former makes the latter impossible.