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ChristianKl comments on Open thread, Dec. 21 - Dec. 27, 2015 - Less Wrong Discussion

2 Post author: MrMind 21 December 2015 07:56AM

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Comment author: ChristianKl 24 December 2015 10:41:12AM 2 points [-]

Solomonoff induction is like an ideal engine for generalized intelligence

That seems to be a pretty big claim. Can you articulate why you believe it to be true?

Comment author: MrMind 28 December 2015 08:30:24AM 1 point [-]

Because AIXI is the first complete mathematical model of a general AI and is based on Solomonoff induction.
Also, computable approximation to Solomonoff prior has been used to teach small AI to play videogames unsupervised.
So, yeah.

Comment author: jacob_cannell 20 January 2016 08:49:00PM *  0 points [-]

As far as I am aware, Solomonoff induction describes the singularly correct way to do statistical inference in the limits of infinite compute. (It computes generalized/full Bayesian inference)

All of AI can be reduced to universal inference, so understanding how to do that optimally with infinite compute perhaps helps one think more clearly about how practical efficient inference algorithms can exploit various structural regularities to approximate the ideal using vastly less compute.