Neural Manifold is the name used by neuroscientists for the  following observation: when experimentalists record from, say, N = 500 neurons, the activity vector of all N neurons does not fill the N-dimensional space, but only uses a small and continuous portion of it. This portion is the neural manifold. Models in Computational Neuroscience give explanations for this finding.