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We study convex solutions to the Monge-Ampère obstacle problem where is a constant and is a bounded positive function. This problem emerges from the Minkowski problem. We establish regularity for the strictly convex part of the free boundary . Furthermore, when , we prove a Schauder-type estimate. As a consequence, when , we obtain a Liouville theorem for entire solutions with unbounded coincidence sets . Combined with existing results, this provides a complete classification of entire solutions for the case .

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