This thesis aims to generalise the work of Kudla-Millson on intersection numbers of special cycles on Picard modular surfaces. We will use geometric and arithmetic techniques to generalise these results to the case of odd integral weight modular forms, and then use a compactification to extend the new special cycles to the boundary components.