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> Training a one bit neural network from scratch is apparently an unsolved problem though.

I don't think it's correct to call it unsolved. The established methods are much less efficient than those for "regular" neural nets but they do exist.

Also note that the usual approach when going binary is to make the units stochastic. https://en.wikipedia.org/wiki/Boltzmann_machine#Deep_Boltzma...