[topoloneuron]

The classic is Eugene M. Izhikevich, Dynamical systems in neuroscience: the geometry of excitability and bursting, 1967. A lot more work by Bard Ermentrout. Topological methods are pretty well established in computational neuroscience, but there is still little overlap with the deep neural nets that are now commonplace.

[mattkrause]

You might have the wrong date. I have an edition of Dynamical Systems in Neuroscience from 2007 and, having met the author, I'd imagine he might have just been born in 1967.

[freemint]

And less applied books about the theory behind it?