@article{athey2019grf,
  title   = {Generalized Random Forests},
  author  = {Athey, Susan and Tibshirani, Julie and Wager, Stefan},
  journal = {The Annals of Statistics},
  volume  = {47},
  number  = {2},
  year    = {2019},
  doi     = {10.1214/18-AOS1709},
}

@article{chernozhukov2018dml,
  title   = {Double/Debiased Machine Learning for Treatment and Structural Parameters},
  author  = {Chernozhukov, Victor and Chetverikov, Denis and Demirer, Mert and Duflo, Esther and Hansen, Christian and Newey, Whitney and Robins, James},
  journal = {The Econometrics Journal},
  volume  = {21},
  number  = {1},
  pages   = {C1-C68},
  year    = {2018},
  doi     = {10.1111/ectj.12097},
}

@article{dandl2024forest,
  title   = {What Makes Forest-Based Heterogeneous Treatment Effect Estimators Work?},
  author  = {Dandl, Susanne and Haslinger, Christian and Hothorn, Torsten and Seibold, Heidi and Sverdrup, Erik and Wager, Stefan and Zeileis, Achim},
  journal = {The Annals of Applied Statistics},
  volume  = {18},
  number  = {1},
  year    = {2024},
  doi     = {10.1214/23-AOAS1799},
}

@inproceedings{javaloy2023causalflows,
  title     = {Causal Normalizing Flows: From Theory to Practice},
  author    = {Javaloy, Adri{\'a}n and S{\'a}nchez-Mart{\'i}n, Pablo and Valera, Isabel},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year      = {2023},
  eprint    = {2306.05415},
  url       = {https://arxiv.org/abs/2306.05415},
}

@inproceedings{khemakhem2021carefl,
  title     = {Causal Autoregressive Flows},
  author    = {Khemakhem, Ilyes and Monti, Ricardo Pio and Leech, Robert and Hyv{\"a}rinen, Aapo},
  booktitle = {Proceedings of the 24th International Conference on Artificial Intelligence and Statistics (AISTATS)},
  series    = {Proceedings of Machine Learning Research},
  volume    = {130},
  pages     = {3520-3528},
  year      = {2021},
  eprint    = {2011.02268},
  url       = {https://arxiv.org/abs/2011.02268},
}

@article{nie2021quasioracle,
  title   = {Quasi-Oracle Estimation of Heterogeneous Treatment Effects},
  author  = {Nie, Xinkun and Wager, Stefan},
  journal = {Biometrika},
  volume  = {108},
  number  = {2},
  pages   = {299-319},
  year    = {2021},
  doi     = {10.1093/biomet/asaa076},
}

@book{pearl2009causality,
  title     = {Causality: Models, Reasoning, and Inference},
  author    = {Pearl, Judea},
  edition   = {2},
  publisher = {Cambridge University Press},
  year      = {2009},
  doi       = {10.1017/CBO9780511803161},
}

@article{robinson1988root,
  title   = {Root-{N}-Consistent Semiparametric Regression},
  author  = {Robinson, P. M.},
  journal = {Econometrica},
  volume  = {56},
  number  = {4},
  year    = {1988},
  doi     = {10.2307/1912705},
}

@inproceedings{sanchezmartin2022vaca,
  title     = {{VACA}: Designing Variational Graph Autoencoders for Causal Queries},
  author    = {S{\'a}nchez-Mart{\'i}n, Pablo and Rateike, Miriam and Valera, Isabel},
  booktitle = {Proceedings of the AAAI Conference on Artificial Intelligence},
  volume    = {36},
  number    = {7},
  pages     = {8159-8168},
  year      = {2022},
  doi       = {10.1609/aaai.v36i7.20789},
}

@inproceedings{sick2025tramdag,
  title     = {Interpretable Neural Causal Models with {TRAM-DAGs}},
  author    = {Sick, Beate and D{\"u}rr, Oliver},
  booktitle = {Proceedings of the 4th Conference on Causal Learning and Reasoning (CLeaR)},
  series    = {Proceedings of Machine Learning Research},
  volume    = {275},
  pages     = {606-630},
  year      = {2025},
  eprint    = {2503.16206},
  url       = {https://arxiv.org/abs/2503.16206},
}

@article{zeileis2007fluctuation,
  title   = {Generalized {M}-Fluctuation Tests for Parameter Instability},
  author  = {Zeileis, Achim and Hornik, Kurt},
  journal = {Statistica Neerlandica},
  volume  = {61},
  number  = {4},
  pages   = {488-508},
  year    = {2007},
  doi     = {10.1111/j.1467-9574.2007.00371.x},
}

@article{zeileis2008mob,
  title   = {Model-Based Recursive Partitioning},
  author  = {Zeileis, Achim and Hothorn, Torsten and Hornik, Kurt},
  journal = {Journal of Computational and Graphical Statistics},
  volume  = {17},
  number  = {2},
  pages   = {492-514},
  year    = {2008},
  doi     = {10.1198/106186008X319331},
}