It’s not clear to me what an “algorithm” is supposed to be here, and I suspect that this might be cruxy. In particular I suspect (40-50% confidence) that:
You think there are objective and determinate facts about what “algorithm” a neural net is implementing, where
Algorithms are supposed to be something like a Boolean circuit or a Turing machine rather than a neural network, and
We can run counting arguments over these objective algorithms, which are distinct both from the neural net itself and the function it expresses.
I reject all three of these premises, but I would consider it progress if I got confirmation that you in fact believe in them.
It’s not clear to me what an “algorithm” is supposed to be here, and I suspect that this might be cruxy. In particular I suspect (40-50% confidence) that:
You think there are objective and determinate facts about what “algorithm” a neural net is implementing, where
Algorithms are supposed to be something like a Boolean circuit or a Turing machine rather than a neural network, and
We can run counting arguments over these objective algorithms, which are distinct both from the neural net itself and the function it expresses.
I reject all three of these premises, but I would consider it progress if I got confirmation that you in fact believe in them.