Before revision:  First, we compare the spectral gaps of  tie-decay networks  from empirical data with those for corresponding randomized and aggregate networks.
After revision:  First, we compare the spectral gaps of the Laplacian matrices of tie-decay networks from empirical data with those for corresponding randomized and aggregate networks.