Surrogate modeling of Cellular-Potts Agent-Based Models as a segmentation task using the U-Net neural network architecture. - Tien Comlekoglu; Javier Quetzalcóatl Toledo-Marín; Tina Comlekoglu; Douglas W. DeSimone; Shayn M. Peirce; Geoffrey C. Fox; James A. Glazier (CoRR, 2025)