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Understanding the full dynamics (Hamiltonian structure, number of physical degrees of freedom, etc) of theories of gravity with quadratic or higher order curvature interactions is normally very difficult. A notably exception occurs with the Gauss-Bonnet interaction (with the metric and connection treated as independent variables). We will show that this theory possesses a large and unexpected set of local symmetries allowing a full understanding of its classical dynamics.