How hidden units are conditionally independent in restricted Boltzmann machines
It would be too lengthy to do the derivation here. Would highly recommend watching this video, where Hugo Larochelle has derived the conditional independence of hidden units in RBMs.

Hope this video answers all of your questions, which seem to spur from conditional independence of RBMs. If not, it would be helpful if you could elaborate your question and provide some more context.