References

[CMBGW20]

Aditya Chivukula, Alex Markham, Bernd Bischl, and Moritz Grosse-Wentrup. Learning MeDIL causal models using generative neural networks. 2020. master's thesis. URL: https://causal.dev/files/chivukula_thesis.pdf.

[GGfN09]

Jens Gramm, Jiong Guo, HüFalk ffner, and Rolf Niedermeier. Data reduction and exact algorithms for clique cover. Journal of Experimental Algorithmics, 13:2.2, Feb 2009. doi:10.1145/1412228.1412236.

[MCGW20]

Alex Markham, Aditya Chivukula, and Moritz Grosse-Wentrup. MeDIL: A Python package for causal modelling. In Proceedings of the 10th International Conference on Probabilistic Graphical Models (PGM), volume 138 of Proceedings of Machine Learning Research, 621–624. PMLR, 2020. URL: https://proceedings.mlr.press/v138/markham20a.html.

[MGW20]

Alex Markham and Moritz Grosse-Wentrup. Measurement dependence inducing latent causal models. In Proceedings of the 36th Conference on Uncertainty in Artificial Intelligence (UAI), volume 124 of Proceedings of Machine Learning Research, 590–599. PMLR, 2020. URL: http://proceedings.mlr.press/v124/markham20a.html.

[MLAS23]

Alex Markham, Mingyu Liu, Bryon Aragam, and Liam Solus. Neuro-causal factor analysis. 2023. preprint, arXiv:2305.19802 [stat.ML]. URL: https://arxiv.org/abs/2305.19802.