We present DeepMend, a novel approach to reconstruct resto- rations fractured shapes using learned occupancy functions. Existing shape repair approaches predict low-resolution voxelized restorations or smooth restorations, require symmetries access pre-existing complete oracle. represent the of as conjunction an underlying and break surface, which we model functions latent codes neural networks...