If I train a neural network to recognize dogs, I have no way of knowing if it learned correctly.
Of course you do. You test it. You show it a lot of images (that it hasn't seen before) of dogs and not-dogs and check how good it is at differentiating them.
How would that process work for an AI and human values?
the principle of letting AIs learn models from real world data
Right, human values: “A man's greatest pleasure is to defeat his enemies, to drive them before him, to take from them that which they possessed, to see those whom they cherished in tears, to ride their horses, and to hold their wives and daughters in his arms.”
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I'm saying that if you can't recognize Friendliness (and I don't think you can), trying to build a FAI is pointless as you will not be able to answer "Is it Friendly?" even when looking at it.
So if you can't build a supervised model, you think going to unsupervised learning will solve your problems? The quote I gave you is part of human values -- humans do value triumph over their enemies. Evolution taught humans to eliminate competition, it taught them to be aggressive and greedy -- all human values. Why do you think your values will be preferred by the AI to values of, say, ISIS or third-world Maoist guerrillas? They're human, too.
Why do I need to recognize Friendliness to build an FAI? I only need to know that the process used to construct it results in a friendly AI. Trying to inspect the weights of a complex neural network (or whatever) is pointless as I stated earlier. We haven't the slightest idea how alphaGo's net really works, but we can trust it to beat the best Go champions.
Evolution also taught humans to be cooperative, empathetic, and kind.
Really your objection seems to be the whole point of CEV. A CEV wouldn't just include the values of ISIS members, but also their victims. And it would be extrapolated, to not just be their current opinions on things, but what their opinions would be if they knew more. Their values if they had more time to think about and consider issues. With those two conditions, the negative parts of human values are entirely eliminated.