Put and . The marginal distributions of the optimal transport plan give and . Also
so has a finite second absolute moment. For , the pushforward measure is a coupling of . Therefore
Apply the triangle inequality for the second Wasserstein distance along :
All inequalities are equalities, including when . Thus this displacement interpolation is a constant speed metric geodesic:

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