Experimental demonstration of the quantum advantage over classical simulations with Boson Sampling is currently under intensive investigation. There seems to be a scalability issue to the necessary number of bosons on the linear optical platforms and the experiments, such as the recent Boson Sampling with photons on -port interferometer by H.~Wang~, 250503 (2019), are usually carried out on a small interferometer, much smaller than the size necessary for the no-collision regime. Before demonstration of quantum advantage, it is urgent to estimate exactly how the classical computations necessary for sampling from the output distribution of Boson Sampling are reduced when a smaller-size interferometer is used. The present work supplies such a result, valid with arbitrarily close to probability, which reduces in the no-collision regime to the previous estimate by P.~Clifford and R.~Clifford. One of the results with immediate application to current experiments with Boson Sampling is that classically sampling from the interference of single bosons on an -port interferometer is at least as hard as that with single bosons in the no-collision regime, i.e., on a much larger interferometer with at least ports.

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