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Houshalter comments on Against Amazement - Less Wrong Discussion
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Juergen Schmidhuber has a theory of artificial curiosity. His theory proposes that seeking confusion is actually a good thing. Agents that seek out situations where surprising things happen, put their internal models to the test and learn the most. And that's all curiosity is.
Amazement is just a form of curiosity. People who are interested in AlphaGo have had their internal models of AI progress challenged, and are updating them.