A dynamic scaling Ansatz for the approach to the Self-Organized Critical (SOC) regime is proposed and tested by means of extensive simulations applied to the Bak-Sneppen model (BS), which exhibits robust SOC behavior. Considering the short-time scaling behavior of the density of sites () below the critical value, it is shown that i) starting the dynamics with configurations such that one observes an {\it initial increase} of the density with exponent ; ii) using initial configurations with , the density decays with exponent . It is also shown that he temporal autocorrelation decays with exponent $C_a = 0.35(2)$. Using these, dynamically determined, critical exponents and suitable scaling relationships, all known exponents of the BS model can be obtained, e.g. the dynamical exponent , the mass dimension exponent $D = 2.42(5)\tau_{ALL} = 0.39(2)$, in excellent agreement with values already accepted and obtained within the SOC regime.

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