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 tie-decay networks that we construct from empirical data with those for corresponding randomized and aggregate networks.