We study the unique continuation property for the generalized Kadomtsev-Petviashvili equations and its regularized version. We use Carleman estimates to prove that if the solution of the Kadomtsev-Petviashvili equations vanishes in an open subset, then this solution is identically equal to zero in the horizontal component of the open subset.