I can certainly agree that you rely on this sort of reasoning a lot. But I don’t think what you do is much of an improvement over what you’re criticizing. You just take words and make “surface analogies” with “cognitive algorithms.” The useful thing about these “cognitive algorithms” is that, being descriptions of “deep causes” (whatever those are) rather than anything we know to actually exist in the world (like, say, neurons), you can make them do whatever you please with total disregard for reality.
Saying that a neural network never gets at “intelligence” is little different from saying the descriptions of biology in textbooks never capture “life.” Without a theory of “life” how will we ever know our biological descriptions are correct? The answer is as blatantly obvious as it is for neural networks by comparing them to actual biological systems. We call this “science.” You may have heard of it. Of course, you could say, “What if we didn’t have biology to compare it too, how then would you know you have the correct description of life?” But… well, what to say about that? If there were no biology nobody would talk about life. Likewise, if there were no brains, nobody would be talking about intelligence.
I can certainly agree that you rely on this sort of reasoning a lot. But I don’t think what you do is much of an improvement over what you’re criticizing. You just take words and make “surface analogies” with “cognitive algorithms.” The useful thing about these “cognitive algorithms” is that, being descriptions of “deep causes” (whatever those are) rather than anything we know to actually exist in the world (like, say, neurons), you can make them do whatever you please with total disregard for reality.
Saying that a neural network never gets at “intelligence” is little different from saying the descriptions of biology in textbooks never capture “life.” Without a theory of “life” how will we ever know our biological descriptions are correct? The answer is as blatantly obvious as it is for neural networks by comparing them to actual biological systems. We call this “science.” You may have heard of it. Of course, you could say, “What if we didn’t have biology to compare it too, how then would you know you have the correct description of life?” But… well, what to say about that? If there were no biology nobody would talk about life. Likewise, if there were no brains, nobody would be talking about intelligence.