4 ms·
The talk's title has very little to do with the actual talk. The talk is about progress in narrow AI in the last 6 years or so. While fascinating, it's still on
by tomiplaz 8y ago
The talk's title has very little to do with the actual talk. The talk is about progress in narrow AI in the last 6 years or so. While fascinating, it's still only progress in narrow AI. To make artificial intelligence general, one would have to somehow define a fitness function that itself is general. But how does one do that? How does one say to a machine: "Go out there and do whatever you think is most valuable"?
If some kind of goal has to be defined, it seems it will always be a narrow AI, where some outside entity defines what its goal is, instead of itself coming to a conclusion what it should do in general sense. Even if that machine is able to recognize the instrumental goals for reaching the final goal (and acting accordingly), it still feels like a non-general intelligence, like connecting the dots based on the available input and processing, just to come closer to that final goal. If no final goal was given, I presume such a machine would do nothing: it would not randomly inspect the environment around itself and contemplate upon it; there would be no curiosity, no actions of any kind to find out anything about its environment and set its own goals based on observation.
It seems that for AGI to come, some kind of spontaneous emergence would have to occur, possibly by coming up with some revolutionary algorithm for information processing implemented inside an extremely capable computer (something that biological evolution has already yielded).
It is interesting, humbling and a bit depressing to apply the same reasoning to us, humans. We are relatively limited in terms of reason, its just that it is not obvious to us, just like it is not obvious that the Earth is round, for example.
- tlb 8y agoHaving novel, unique goals is not necessary for AGI. Normal people don't have novel goals -- they mostly want love, comfort, and respect. An AGI that had as its goal "gain people's respect" would exhibit an unboundedly interesting range of behavior.
- visarga 8y agoWell said. Humans (and all living things) have the same ultimate goal: life. They need to keep themselves alive somehow and keep their genes alive by reproduction. That single goal has blossomed into what we are today. If we train AI with an evolutionary algorithm, and let it fend for its needs (compute, repair, energy), then it could learn the will to life that we have, because all variants that don't have it will be quickly selected out of existence. I think AGI could happen with today technology if we only knew the priors nature found with its multi-billion year search. We already know some of these priors: in vision, spatial translation and rotation invariance, in temporal domain (speech) it is time translation invariance, in reasoning it is permutation invariance (if you represent the objects and their relations in another order, the conclusion should be unchanged). With such priors we got to where we are today in AI. Need a few more to reach human level.