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We consider a certain class of Riemannian submersions and study lifted geodesic random walks from the base manifold to the total manifold . Under appropriate conditions on the distribution of the speed of the geodesic random walks, we prove an invariance principle; i.e., convergence to horizontal Brownian motion for the lifted walks. This gives us a natural probabilistic proof of the geometric identity relating the horizontal Laplacian Δ_\H on and the Laplace-Beltrami operator on . In particular, when is the orthonormal frame bundle , this identity is central in the Malliavin-Eells-Elworthy construction of Riemannian Brownian motion.

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