We study the space of splines where denotes a smoothness distribution and is the fan of a central hyperplane arrangement in . This is the first step in the analysis of splines on three-dimensional cross-cut partitions, which naturally generalize planar cross-cut partitions. We show that the Hilbert function of is bounded by an expression that involves the dimensions of specific Koszul homology modules constructed from the defining equations of the hyperplane arrangement and the smoothness distribution function. By exploiting this connection with Koszul homology, we are able to: 1) compute the dimension of the spline space in high degrees, 2) compute all values of the dimension of the spline space if is generic with five or fewer hyperplanes, and 3) compute the Hilbert function of the spline space if is a generic arrangement with sufficiently many hyperplanes and is a constant distribution. As an application of our methods, we compute and for all values of when is a generic arrangement.

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