We study zero entropy automorphisms of a compact K"ahler manifold . Our goal is to bring to light some new structures of the action on the cohomology of , in terms of the so-called dynamical filtrations on $H^{1,1}(X, {\mathbb R})$. Based on these filtrations, we obtain the first general upper bound on the polynomial growth of the iterations $(g^m)^* , {\circlearrowleft} , H^2(X, {\mathbb C})g{\rm dim} , X$ only. We also give an upper bound for the (essential) derived length $\ell_{\rm ess}(G, X)G$, again in terms of the dimension of only. We propose a conjectural upper bound for the essential nilpotency class of a zero entropy subgroup . Finally, we construct examples showing that our upper bound of the polynomial growth (as well as the conjectural upper bound of ) are optimal.

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