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These are suplementary files for the manuscript "Graph Convolutional Networks for Model-Based Learning in Nonlinear Inverse Problems" by William Herzberg, Daniel B. Rowe, Andreas Hauptmann, and Sarah J. Hamilton. This manuscript can be found here: https://arxiv.org/abs/2103.15138.