See this repo that contains example scripts.
This repository contains the python package mu_learning which provides methods for mediated uncoupled learning (MU-learning) proposed in [1, 2].
[1] Ikko Yamane, Junya Honda, Florian Yger, and Masashi Sugiyama. Mediated uncoupled learning: Learning functions without direct input-output correspondences. In Proceedings of the 38th International Conference on Machine Learning (ICML 2021), 2021. [arXiv version]
[2] Ikko Yamane, Yann Chevaleyre, Takashi Ishida, and Florian Yger. Mediated Uncoupled Learning and Validation with Bregman Divergences: Loss Family with Maximal Generality. In Proceedings of the 26th International Conference on Artificial Intelligence and Statistics (AISTATS 2023), 2023.