A low-energy perturbation theory is developed from the nonperturbative framework of covariant loop quantum gravity (LQG) by employing the background-field method. The resulting perturbation theory is a two-parameter expansion in the semiclassical and low-energy regime. The two expansion parameters are the large spin and small curvature. The leading-order effective action coincides with the Regge action, which well approximates the Einstein-Hilbert action in the regime. The subleading corrections organized by the two expansion parameters give the modifications of the Regge action in the quantum and highenergy regime from LQG. The perturbation theory developed here shows for the first time that covariant LQG produces the high-curvature corrections to Einstein-Regge gravity. This result means that LQG is not a naive quantization of Einstein gravity; rather, it provides the UV modification. The result of the paper may be viewed as the first step toward understanding the UV completeness of LQG.The nonperturbative covariant formulation of loop quantum gravity (LQG) adapts the idea of path integral quantization to the framework of LQG [1]. In the formulation, a spinfoam amplitude AðKÞ is defined on a given simplicial manifold K for the transition of boundary quantum 3-geometries (spin-network states in LQG). 1 The spinfoam amplitude sums over the history of spin networks, and suggests a foam-like quantum spacetime structure.In this paper, a low-energy perturbation theory is developed from the nonperturbative framework of LQG. The perturbation theory explains how classical gravity emerges from the group-theoretic spinfoam formulation, and provides the high-energy (high-curvature) and quantum corrections. Here we show that an effective action can be derived after perturbatively integrating/summing over all types of spinfoam degrees of freedom fJ f ∈ IrrepðSUð2ÞÞ; g ve ∈ SLð2; CÞ; z vf ∈ CP 1 g around a geometrical background configuration. The leading-order effective action coincides with the Regge action, which well approximates the EinsteinHilbert action in the low-energy regime.Importantly, in the subleading contributions, the perturbation theory developed here shows for the first time that covariant LQG produces the high-curvature corrections to the Einstein-Regge action, which modifies the UV behavior of Einstein gravity. It is the first time that a systematic method is developed to compute the high-curvature corrections from a full LQG framework.The discussion here focuses on the Lorentzian spinfoam amplitude proposed by Engle, Pereira, Rovelli, and Livine (EPRL) [2]. The nonperturbative construction of the EPRL spinfoam amplitude is purely (quantum-)group-theoretic. As one of the representations [3], the EPRL spinfoam amplitude readsP inv e is an invariant projector onto a certain subspace of the SLð2; CÞ intertwiners associated to each tetrahedron e in K.Here f labels a triangle in K, e labels a tetrahedron, and v labels a 4-simplex. J f is the SU(2) spin assigned to each triangle. d J is the dimension of the SU(2...