We investigate the combinatorial discrepancy of geometric set systems having bounded shallow cell complexity in the \emph{Beck-Fiala} setting, where each point belongs to at most ranges. For set systems with shallow cell complexity , where for any is non-decreasing in , and is independent of and , we get a discrepancy bound of For , in several cases, such as for set systems of points and half-planes / disks / pseudo-disks in , points and orthants in etc., these bounds are , which verifies (and improves upon) the conjectured bound of Beck and Fiala~\emph{(Disc. Appl. Math., 1981)}. Our bounds are obtained by showing the existence of \emph{matchings with low crossing number}, using the multiplicative weights update method of Welzl \emph{(SoCG, 1988)}, together with the recent bound of Mustafa \emph{(Disc. Comp. Geom., 2015)} on \emph{shallow packings} of set systems in terms of their shallow cell complexity. For set systems of shallow cell complexity , we obtain matchings with crossing number at most These are of independent interest.

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