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We construct a trajectory-based semiclassical theory of shot noise in clean chaotic cavities. In the universal regime of vanishing Ehrenfest time , we reproduce the random matrix theory result, and show that the Fano factor is exponentially suppressed as increases. We demonstrate how our theory preserves the unitarity of the scattering matrix even in the regime of finite . We discuss the range of validity of our semiclassical approach and point out subtleties relevant to the recent semiclassical treatment of shot noise in the universal regime by Braun et al. [cond-mat/0511292].

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