This paper proposes some novel one-sided omnibus tests for independence between two multivariate stationary time series. These new apply the Hilbert-Schmidt criterion (HSIC) to test innovations of both Under regular conditions, limiting null distributions our HSIC-based are established. Next, shown be consistent. Moreover, a residual bootstrap method is used obtain critical values tests, and it...