We study the low-frequency behavior of the {\it ac} conductivity of a two-dimensional fermion gas subject to a smooth random potential (RP) or random magnetic field (RMF). We find a non-analytic correction to , which corresponds to a long-time tail in the velocity correlation function. This contribution is induced by return processes neglected in Boltzmann transport theory. The prefactor of this -term is positive and proportional to for RP, while it is of opposite sign and proportional to in the weak RMF case, where is the mean free path and the disorder correlation length. This non-analytic correction also exists in the strong RMF regime, when the transport is of a percolating nature. The analytical results are supported and complemented by numerical simulations.

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