Some notes on ergodic theorem for $U$-statistics of order $m$ for stationary and not necessarily ergodic sequences

Abstract: In this note, we give sufficient conditions for the almost sure and the convergence in $\mathbb{L}^p$ of a $U$-statistic of order $m$ built on a strictly stationary but not necessarily ergodic sequence.