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The big difference is that biological neurons emit binary outputs. Because of this, there’s no gradient and they can’t be trained by SGD.



But biological neurons are also stochastic, and the firing probabilities are continuous, so you can do SGD on them.


There's phase and frequency information in neural spike trains.




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