Fantastic paper, glad to see it is so powerful! I'm just graduating as a computer scientist and independently came up with a very similar idea. Nice to see it validated, especially with it solving previously unsolved problems. Called the latent space of the VAE "Mental Space", having similar purpose to the Vision Model.
Have you done any experiments feeding the cell states into the Controller in addition to the latent vector and hidden states? If so how did it perform?