“…These studies were focused on a single postnatal stage and this stage was mostly restricted to the first postnatal week, like P5. Moreover, these authors probably did not consider some important biophysical considerations which have only recently been revealed by in vivo studies: the abolishment of cluster activity following the removal of glutamatergic synapses 20,29 , the existence of a profound inhibitory effect of GABAergic transmission at the network level 20,29 and its non-excitatory (but depolarizing) effect at the neuron level 20,31 during the first postnatal week, or that the loss of large cluster activity occurs around eye-opening 2,3 and not around P7 41 . In contrast, here, (i) we used a unified computational model which takes into account most of these recently reported biophysical considerations (see Supplementary Method and Table 1), (ii) our work shows results based on, and mainly in accordance to the recent in vivo studies, where these studies revealed some critical features different from those reported for in vitro data, (iii) we studied the whole developmental period, comprising the time course of sparsification, and not only a single postnatal stage, (iv) we not only address the possible underlying mechanism of the postnatal cluster activity generation, but also the developmental changes in the operating regimes and information processing capabilities, as well as the possible refinements in network properties governing the sparsification.…”