Infinite order V-statistics (IOVSs), an extension of V-statistics, are studied. Their L1 consistency and asymptotic normality are proved. A class of resampled V-statistics, a good proxy of the corresponding IOVSs when orders of kernels are large, is introduced to alleviate computational...