not an expert either, and indeed, the Hinton papers on RBMs are the last thing i remember reading about. But their invention dates back to the 80s. I 'm just noticing that if you search "neural network" on google scholar for the recent years, you will find many neuroscientific results. Of course i dont have the data to back it up.