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This repository contains the codes relating to my master's thesis: Learning Hierarchical and Compositional Structure from Tree-Generated Data. Specifically, these codes were used: to solve the saddle-point equations; to generate hierarchical data; to train the learner and compute test performance for it and for the baselines; to plot results.