We aim to rigorously address how local noise affects classical simulability of quantum dynamics benchmarked by tensor-network methods. Using operator entanglement entropy (OEE), we prove the following: (1) For single-qubit depolarizing noise on arbitrary circuits, tensor networks with bond dimension suffice for fixed absolute Hilbert-Schmidt error after depth, while relative error demands depth; and this bound is optimal. (2) For single-qubit depolarizing noise on 1D local circuits, the existence of whole-trajectory error-bounded matrix product operator (MPO) of bond dimension at all depths. (3) For general single-qubit noise in 1D brickwall circuits, random two-design gates with contraction coefficient yield an OEE plateau with probability , while arbitrary gates with give OEE in the worst case. (4) In higher dimensions, these bounds yield uniform-in-depth average boundary-bond dimensions for projected entangled pair operators~(PEPO) across every cut – under depolarizing noise at either absolute or relative accuracy, and under general noise with strong contraction at absolute accuracy. Our results establish a rigorous connection between certain noise models, circuit types, and their classical simulability.

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