Artificial intelligence is impossible
mindmatters.today
mindmatters.today
(This particular instance is thinly veiled question-begging; it takes as its assumption that a human mind is special ("A defining aspect of the human mind is its ability to create mutual information"), and proceeds to conclude exactly what it just assumed. See also: sloppy dualism — http://goodmath.scientopia.org/2013/01/17/sloppy-dualism-den... )
The trouble is that what the author has done is base their argument on an assumption of dualism, but not made that assumption explicit. If made more explicit, the question-begging becomes more obvious: "If we assume there is something special and meta-physical about the human mind which is not replicable anywhere else, then artificial intelligence is impossible". Well, yeah. But putting it that way doesn't make for a very dramatic article...
A human isn't some magical entropy reducer -- we reduce entropy in ourselves by increasing it elsewhere. I suspect mutual information works the same way.
So, this could go two ways. Either humans are not net entropy reducers, and also not information creators. Or, they are information creators, and thus are net entropy reducers. Not sure there is evidence the latter is false.
A broader point is that regardless of whether the human mind is an entropy reducer, something in existence is an information creator/entropy reducer, otherwise we wouldn't have information/low entropy to begin with.
Similarly, it hasn't been established that our minds possess mutual information in the ideal sense. One should first note that there are well known Bayesian methods for approximating mutual information which sound much closer to what our brains do operationally.
Now consider the fact that if you actually were creating mutual information when you looked at a sign, it would be impossible for you to be mistaken about the implication of the sign! You would infallibly understand every streetsign that you read because your undertanding of that sign is mutual information. This is demonstably false. People are mistaken about trains of reasoning they make all the time, in fact this article is a fantastic example of that.
Given that, it sounds much more like our minds are Bayesian machines approximating mutual information but not creating it.
That's not true. I can approximate a circle on a piece of paper or with a computer or whatever without there ever actually being a true, platonically ideal circle in the entire universe. Similarly, I can construct a heuristic which approximates shared information without that shared information existing in the first place.
A broader point is that the existence of mutual information (i.e. all the order in the world) is evidence that something not Turing reducible exists, regardless of whether the human mind is Turing reducible or not.