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Most AI networks aren't deterministic. That's why eg Dalle will generate new images for the same prompt indefinitely. And note that neurons at the neuronal lev
by cdrini 4y ago
Most AI networks aren't deterministic. That's why eg Dalle will generate new images for the same prompt indefinitely. And note that neurons at the neuronal level are pretty deterministic aren't they? Certain chemicals cause certains things to happen. But the complexity of the system (the brain) is not necessarily deterministic. And it might even be deterministic! Given the exact same input to the brain (which would be impossible to test because the brain's state, which is part of the input, changes with time. Not to mention you'd need to control everything in the environment), would the brain react in the exact same way? Maybe. I think you can create nondeterminism from combining many deterministic components.
- dwringer 4y agoAssuming two instances of an ML model are trained identically using the same data in the same order and given the same PRNG seeds, they will still operate identically, will they not? I like your point about the emergent complexity from many-layered systems.
- cdrini 4y agoI believe the resulting models would be the same. I don't know all the internals on how something like Dalle generates its images, but let's assume that if you then gave both models the same text prompt and random seed, they would generate the same images in the same order. Although I would argue that if this system was sentient, all we've done is clone/recreate the sentient system. The ability to clone/recreate an intelligence does not contradict that there was a sentience, I believe. The human equivalent would be if you could create two molecularly identical brains, and have them experience the exact same lives for some time, controlling all stochastic processes, would they be the same person? Obviously it's not possible to control these things in the physical world, but even if you did get the same person, that doesn't make either any less sentient.