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We establish two characterizations of real-valued Sobolev and BV functions on Carnot groups. The first is obtained via a nonlocal approximation of the distributional horizontal gradient, while the second is based on an Taylor approximation, in the spirit of the results by Bourgain, Brezis and Mironescu.

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