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This paper presents a comprehensive study of the combinatorial -th Calabi flow for both finite and infinite ideal circle patterns. In the finite case, we establish a sharp criterion: the combinatorial -th Calabi flow with converges if and only if a constant curvature metric exists in the underlying geometric background. In the infinite setting, we prove the long-time existence of solutions to the combinatorial -th Calabi flow for , representing a significant advance in the theory of curvature flows on infinite structures.

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