The Pontryagin forms on the 1-jet bundle of Riemannian metrics, are shown to provide in a natural way diffeomorphism-invariant pre-symplectic structures on the space of Riemannian metrics for the dimensions n equivalent to 2 (mod 4). The equivariant Pontryagin forms provide canonical moment maps for these structures. In dimension two, the symplectic reduction corresponding to the pre-symplectic form and its moment map attached to the first Pontryagin form, is proved to coincide with the Teichmuller space endowed with the Weil-Petersson symplectic form. (C) 2012 Elsevier B.V. All rights reserved.