Username comments on Open thread, Jan. 26 - Feb. 1, 2015 - Less Wrong Discussion
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Schmidhuber's formulation of curiosity and interestingness as a (possibly the) human learning algorithm. Now when someone says "that's interesting" I gain information about the situation, where previously I interpreted it purely as an expression of an emotion. I still see it primarily about emotion, but now understand the whys of the emotional response: it's what (part of) our learning algorithm feels like from the inside.
There are some interesting signaling implications as well.
Direct link to the page on the theory.
That's really interesting! (ha!) I recommend reading the full page for good examples, but here's a summary: