Traffic Signal Control (TSC) is a fundamental task in modern intelligent transport systems. TSC often formulated as bi-level optimization problem, comprised by the signal timing at upper level and Dynamic User Equilibrium (DUE) traffic assignment lower level. Since DUE non-convex, existing methods either formulate approximation models or adopt simulators. However, may oversimplify practical sit...