“…Rich dynamical behaviors, in the form of spatiotemporal patterns of neuronal spikes are observed in vitro (Beggs and Plenz, 2003;Shu et al, 2003;Johnson and Buonomano, 2007) and in vivo (Wessberg et al, 2000;Churchland et al, 2007;Pastalkova et al, 2008), and have been shown to code information about sensory inputs (Laurent, 2002;Broome et al, 2006), motor behaviors (Wessberg et al, 2000;Hahnloser et al, 2002), as well as memory and planning (Euston et al, 2007;Pastalkova et al, 2008). Although it is clear that the neural dynamics that emerges as a result of the recurrent architecture of cortical networks is fundamental to brain function, relatively little is known about how recurrent networks are set up in a manner that support computations, yet avoid pathological states, including runaway excitation and epileptic activity.…”