We consider the early time regime of the Kardar-Parisi-Zhang (KPZ) equation in dimensions in curved (or droplet) geometry. We show that for short time , the probability distribution of the height at a given point takes the scaling form $P(H,t) \sim \exp{\left(-\Phi_{\rm drop}(H)/\sqrt{t} \right)}\Phi_{\rm drop}(H)$ is computed exactly. While it is Gaussian in the center, i.e., for small , the PDF has highly asymmetric non-Gaussian tails which we characterize in detail. This function is surprisingly reminiscent of the large deviation function describing the stationary fluctuations of finite size models belonging to the KPZ universality class. Thanks to a recently discovered connection between KPZ and free fermions, our results have interesting implications for the fluctuations of the rightmost fermion in a harmonic trap at high temperature and the full couting statistics at the edge.

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