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In this talk we report some recent progress on the global existence and large time behavior for compressible Navier-Stokes-Fourier system with temperature-dependent viscosity and/or heat conductivity coefficients with large initial data.The talk is based on joint works with W.Zhang,X.Qin,and Z.Yao.