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We consider homogeneous multiaffine polynomials whose coefficients are the Pl"ucker coordinates of a point of the Grassmannian. We show that such a polynomial is stable (with respect to the upper half plane) if and only if is in the totally nonnegative part of the Grassmannian. To prove this, we consider an action of matrices on multiaffine polynomials. We show that a matrix preserves stability of polynomials if and only if is totally nonnegative. The proofs are applications of classical theory of totally nonnegative matrices, and the generalized P'olya-Schur theory of Borcea and Br"and'en.

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