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Using Duhamel's formula,we prove sharp two-sided estimates for the spectral fractional Laplacian's heat kernel with time-dependent gradient perturbation in bounded C1,1 domains.In addition,we obtain a gradient estimate as well as the H(o)lder continuity of the heat kernel's gradient.