We study the probability distribution of the surface height in the Kardar-Parisi-Zhang (KPZ) equation in dimension when starting from a parabolic interface, . The limits of and have been recently solved exactly for any . Here we address the early-time behavior of for general . We employ the weak-noise theory - a variant of WKB approximation – which yields the optimal history of the interface, conditioned on reaching the given height at the origin at time . We find that at small is Gaussian, but its tails are non-Gaussian and highly asymmetric. In the leading order and in a proper moving frame, the tails behave as and . The factor monotonically increases as a function of , interpolating between time-independent values at and that were previously known. The factor is independent of and , signalling universality of this tail for a whole class of deterministic initial conditions.

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