I'm still on the far side with this, I know, but whenever these BCI stories go by I am bemused. You connect a brain to a computer and then "train a neural network" on the computer side, that makes no sense. The sophisticated NN is on the brain-side, yes? With an integrated subjective UI already, yes? You do not need fancy implants or hardware to "talk" to your machine, galvanic response and (now) micro-IMUs (inertial measurement units, one on each finger) are plenty of bits-per-second for a subjective Think-to-Type experience. Use hypnosis, it's easy, to program your brain to output a byte by changing the angle of your fingertips and then twitching the thumb to "clock" the data. Or just standard stenotype, it would likely be easier, eh?
You don't need fancy hardware or NN software (and especially surgery to stick electrodes in your brain) to "talk" to your machine with your mind, you already have all the technology you need "built in" to your nervous system. It's not even difficult to use. Literally the first thing I learned to do when I was studying (self-)hypnosis was setting up a binary "yes/no" signal (a finger twitch) from my unconscious mind to facilitate communication.
Anyhow, not to go on and on about it, the bottom line is when you connect a computer to a brain please remember that the brain is the fancier, more powerful "device", okay? You will waste less time. (I am not sure why I am not able or willing to try to make something out of this. I can talk to my computer well enough that I don't bother with BCI. ANd somehow the plight of these poor folks doesn't move me enough to do something. Am I a moral cretin? I'm seriously you guys. Should I try (harder) to get something going with simple hypnotic BCI systems? HN?)