Structural Bounds on the Balanced State
Heterogeneous networks are generated with each presynaptic population having identical CVK and correlation coefficient between in-degrees from pairs of populations given by .
(A and B) Color maps of simulation results scanning the 2D structural parameter space of heterogeneous networks firing at 10 Hz for a 60 s trial. Dotted black line shows the theoretical bound (Δ ⋅ K ≈ 1) below which we expect balance to hold. (A) Fraction of neurons quiescent throughout the 60 s trial. (B) CVISI over the same parameter space. Similar qualitative results are obtained at different firing rates.
(C) Fraction quiescent (blue) and CVISI (red) (from A and B) plotted against the deviation from fully correlated in-degrees (given by Δ ⋅ K) shows that this deviation determines the dynamics of networks independent of respective values of CVK and c.