Before revision:  Intuitively, we expect small tie-decay rates to lead to fast convergence , because the influence of each interaction event between two nodes lasts longer for smaller decay rates.
After revision:  Intuitively, we expect small tie-decay rates to lead to fast convergence , because the influence of each interaction between two nodes lasts longer for smaller decay rates.