How well does the NEF capture neuronal heterogeneity?
To review how neurons encode information, please check out these class notes review encoding.

In those notes, you'll notice the intercept $J_{bias}$ and the maximum firing rate $\alpha$ are randomly selected when encoding functions in large populations of neurons. These variations can account for heterogeneity in attributes of neurons.