In this talk we will study the generalized polynomial chaos(g-PC)approach to hyperbolic and kinetic equations with uncertain coefficients/inputs,and multiple time or space scales,and show that they can be made asymptotic-preserving or well-balanced,in the sense that the gPC scheme preserves various asymptotic limits in the discrete space.