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We prove that for a large class of automaton groups all Schreier graphs $\\Gamma_w$ have subexponential growth bounded above by $n^{(\\log n)^m}$ with some constant $m$. In particular, this holds for all groups generated by automata with polynomial activity growth (in terms of S.Sidki), confirming a conjecture of V.Nekrashevych. 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