Recovering Balance by Homeostatic Inhibitory Plasticity
Results of inhibitory (Inh) plasticity. We initialize a heterogeneous network with CVK = 0.15 and zero in-degree correlations.
(A) 3D scatterplot of the in-degrees of excitatory (Exc) neurons from each of the three populations (Exc, Inh, VPM). Left: initial. Right: After plasticity, correlations have increased such that the functional in-degrees are coplanar. Gray shadow is the projection of the in-degrees in the Exc-VPM plane, which is unchanged throughout plasticity.
(B) Functional imbalance (defined in the Supplemental Information) decreases throughout the plasticity session and reaches a steady state that is less than (red dashed line).
(C) Sample raster plot after plasticity reveals irregular firing.
(D) Rate histogram shows network has recovered reasonable rate distribution, with nearly all neurons active.