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We introduce a geometric decomposition of the hard-sphere partition function. Using a close-packing-inspired geometric bound on the available insertion volume, made rigorous when a corresponding local density certificate is available, we establish a reference upper bound on the configurational integral. Factoring this upper bound out of the statistical geometric partition function of Speedy yields a new form for the -dimensional partition function, , where depends strictly on the boundary-to-volume ratio of the voids and the close-packing density. Overall, this work deepens our statistical geometric understanding of the hard-sphere system.

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