This repository contains model weights, predictions, and chains used for Figures 5 ,6,8, 9, 11, 12, 13, 14 in Erickson et al. '25. For more details on how to use these files, please see this jupyter notebook, which uses these files as input, and shows how to re-create the figures mentioned above. - hierarchical_inference.tgz contains MCMC chains for all lens mass population models. - model_predictions.tgz contains all neural network predictions (i.e. mass model posteriors) - test_sets.tgz contains input images/data.tfrecords for simulated verification test sets - trained_models.tgz contains weights of trained neural networks used to generate predictions