“…Due to the scarcity of real-world epidemic data, it is vital to construct the epidemiological model for downstream epidemic control tasks. The epidemic modeling mainly falls into three main categories, i.e., compartmental epidemiological models [6] , [7] , agent-based models [8] , [9] , and machine learning enabled models [10] , [11] . While epidemic control roughly includes two types of interventions, i.e., pharmacological interventions [12] , [13] , [14] , and non-pharmacological interventions [15] , [16] , [17] .…”