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@article{DBLP:journals/csda/ZhouGZ24,
  author       = {Niwen Zhou and
                  Xu Guo and
                  Lixing Zhu},
  title        = {Significance test for semiparametric conditional average treatment
                  effects and other structural functions},
  journal      = {Comput. Stat. Data Anal.},
  volume       = {189},
  pages        = {107839},
  year         = {2024}
}

@article{DBLP:journals/sac/RuhlF24,
  author       = {Jasmin R{\"{u}}hl and
                  Sarah Friedrich},
  title        = {Resampling-based confidence intervals and bands for the average treatment
                  effect in observational studies with competing risks},
  journal      = {Stat. Comput.},
  volume       = {34},
  number       = {3},
  pages        = {101},
  year         = {2024}
}

@article{DBLP:journals/corr/abs-2402-02672,
  author       = {Yuji Kawamata and
                  Ryoki Motai and
                  Yukihiko Okada and
                  Akira Imakura and
                  Tetsuya Sakurai},
  title        = {Estimation of conditional average treatment effects on distributed
                  data: {A} privacy-preserving approach},
  journal      = {CoRR},
  volume       = {abs/2402.02672},
  year         = {2024}
}

@article{DBLP:journals/corr/abs-2402-12400,
  author       = {Shinpei Nakamura{-}Sakai and
                  Laura Forastiere and
                  Brian Macdonald},
  title        = {Estimating the age-conditioned average treatment effects curves: An
                  application for assessing load-management strategies in the {NBA}},
  journal      = {CoRR},
  volume       = {abs/2402.12400},
  year         = {2024}
}

@article{DBLP:journals/corr/abs-2403-03240,
  author       = {Masahiro Kato},
  title        = {Triple/Debiased Lasso for Statistical Inference of Conditional Average
                  Treatment Effects},
  journal      = {CoRR},
  volume       = {abs/2403.03240},
  year         = {2024}
}

@article{DBLP:journals/algorithms/GalatroTNCJJBA23,
  author       = {Daniela Galatro and
                  Rosario Trigo{-}Ferre and
                  Allana Nakashook{-}Zettler and
                  Vincenzo Costanzo{-}{\'{A}}lvarez and
                  Melanie Jeffrey and
                  Maria Jacome and
                  Jason Bazylak and
                  Cristina H. Amon},
  title        = {Framework for Evaluating Potential Causes of Health Risk Factors Using
                  Average Treatment Effect and Uplift Modelling},
  journal      = {Algorithms},
  volume       = {16},
  number       = {3},
  pages        = {166},
  year         = {2023}
}

@article{DBLP:journals/cmpb/VakulenkoLagunMCZAD23,
  author       = {Bella Vakulenko{-}Lagun and
                  Colin G. Magdamo and
                  Marie{-}Laure Charpignon and
                  Bang Zheng and
                  Mark W. Albers and
                  Sudeshna Das},
  title        = {causalCmprsk: An {R} package for nonparametric and Cox-based estimation
                  of average treatment effects in competing risks data},
  journal      = {Comput. Methods Programs Biomed.},
  volume       = {242},
  pages        = {107819},
  year         = {2023}
}

@article{DBLP:journals/cssc/Takahashi23,
  author       = {Masayoshi Takahashi},
  title        = {Multiple imputation regression discontinuity designs: Alternative
                  to regression discontinuity designs to estimate the local average
                  treatment effect at the cutoff},
  journal      = {Commun. Stat. Simul. Comput.},
  volume       = {52},
  number       = {9},
  pages        = {4293--4312},
  year         = {2023}
}

@article{DBLP:journals/datamine/ZiyuKLCWXW23,
  author       = {Zhao Ziyu and
                  Kun Kuang and
                  Bo Li and
                  Peng Cui and
                  Runze Wu and
                  Jun Xiao and
                  Fei Wu},
  title        = {Differentiated matching for individual and average treatment effect
                  estimation},
  journal      = {Data Min. Knowl. Discov.},
  volume       = {37},
  number       = {1},
  pages        = {205--227},
  year         = {2023}
}

@article{DBLP:journals/jossw/Wolf23,
  author       = {Jack M. Wolf},
  title        = {tehtuner: An {R} package to fit and tune models for the conditional
                  average treatment effect},
  journal      = {J. Open Source Softw.},
  volume       = {8},
  number       = {87},
  pages        = {5453},
  year         = {2023}
}

@article{DBLP:journals/tmlr/VowelsACB23,
  author       = {Matthew James Vowels and
                  Sina Akbari and
                  Necati Cihan Camg{\"{o}}z and
                  Richard Bowden},
  title        = {A Free Lunch with Influence Functions? An Empirical Evaluation of
                  Influence Functions for Average Treatment Effect Estimation},
  journal      = {Trans. Mach. Learn. Res.},
  volume       = {2023},
  year         = {2023}
}

@inproceedings{DBLP:conf/aistats/KuzmanovicHF23,
  author       = {Milan Kuzmanovic and
                  Tobias Hatt and
                  Stefan Feuerriegel},
  title        = {Estimating Conditional Average Treatment Effects with Missing Treatment
                  Information},
  booktitle    = {{AISTATS}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {206},
  pages        = {746--766},
  publisher    = {{PMLR}},
  year         = {2023}
}

@inproceedings{DBLP:conf/icml/Sverdrup023,
  author       = {Erik Sverdrup and
                  Yifan Cui},
  title        = {Proximal Causal Learning of Conditional Average Treatment Effects},
  booktitle    = {{ICML}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {202},
  pages        = {33285--33298},
  publisher    = {{PMLR}},
  year         = {2023}
}

@inproceedings{DBLP:conf/nips/HanSZ23,
  author       = {Larry Han and
                  Zhu Shen and
                  Jos{\'{e}} R. Zubizarreta},
  title        = {Multiply Robust Federated Estimation of Targeted Average Treatment
                  Effects},
  booktitle    = {NeurIPS},
  year         = {2023}
}

@article{DBLP:journals/corr/abs-2309-12600,
  author       = {Larry Han and
                  Zhu Shen and
                  Jos{\'{e}} R. Zubizarreta},
  title        = {Multiply Robust Federated Estimation of Targeted Average Treatment
                  Effects},
  journal      = {CoRR},
  volume       = {abs/2309.12600},
  year         = {2023}
}

@article{DBLP:journals/corr/abs-2310-16819,
  author       = {Masahiro Kato and
                  Masaaki Imaizumi},
  title        = {{CATE} Lasso: Conditional Average Treatment Effect Estimation with
                  High-Dimensional Linear Regression},
  journal      = {CoRR},
  volume       = {abs/2310.16819},
  year         = {2023}
}

@article{DBLP:journals/jmlr/SunCT22,
  author       = {Baoluo Sun and
                  Yifan Cui and
                  Eric Tchetgen Tchetgen},
  title        = {Selective Machine Learning of the Average Treatment Effect with an
                  Invalid Instrumental Variable},
  journal      = {J. Mach. Learn. Res.},
  volume       = {23},
  pages        = {204:1--204:40},
  year         = {2022}
}

@inproceedings{DBLP:conf/aaai/ShinodaH22,
  author       = {Kazuhiko Shinoda and
                  Takahiro Hoshino},
  title        = {Estimation of Local Average Treatment Effect by Data Combination},
  booktitle    = {{AAAI}},
  pages        = {8295--8303},
  publisher    = {{AAAI} Press},
  year         = {2022}
}

@inproceedings{DBLP:conf/ijcnn/HuangLWYMYWH22,
  author       = {Yiyan Huang and
                  Cheuk Hang Leung and
                  Qi Wu and
                  Xing Yan and
                  Shumin Ma and
                  Zhiri Yuan and
                  Dongdong Wang and
                  Zhixiang Huang},
  title        = {Robust Causal Learning for the Estimation of Average Treatment Effects},
  booktitle    = {{IJCNN}},
  pages        = {1--9},
  publisher    = {{IEEE}},
  year         = {2022}
}

@article{DBLP:journals/corr/abs-2202-05245,
  author       = {Masahiro Kato and
                  Masaaki Imaizumi},
  title        = {Benign-Overfitting in Conditional Average Treatment Effect Prediction
                  with Linear Regression},
  journal      = {CoRR},
  volume       = {abs/2202.05245},
  year         = {2022}
}

@article{DBLP:journals/corr/abs-2203-01422,
  author       = {Milan Kuzmanovic and
                  Tobias Hatt and
                  Stefan Feuerriegel},
  title        = {Estimating Conditional Average Treatment Effects with Missing Treatment
                  Information},
  journal      = {CoRR},
  volume       = {abs/2203.01422},
  year         = {2022}
}

@article{DBLP:journals/corr/abs-2205-14692,
  author       = {Alexis Bellot and
                  Anish Dhir and
                  Giulia Prando},
  title        = {Generalization bounds and algorithms for estimating conditional average
                  treatment effect of dosage},
  journal      = {CoRR},
  volume       = {abs/2205.14692},
  year         = {2022}
}

@inproceedings{DBLP:conf/cikm/HattF21,
  author       = {Tobias Hatt and
                  Stefan Feuerriegel},
  title        = {Estimating Average Treatment Effects via Orthogonal Regularization},
  booktitle    = {{CIKM}},
  pages        = {680--689},
  publisher    = {{ACM}},
  year         = {2021}
}

@article{DBLP:journals/corr/abs-2101-08490,
  author       = {Tobias Hatt and
                  Stefan Feuerriegel},
  title        = {Estimating Average Treatment Effects via Orthogonal Regularization},
  journal      = {CoRR},
  volume       = {abs/2101.08490},
  year         = {2021}
}

@article{DBLP:journals/corr/abs-2108-04939,
  author       = {Brian G. Vegetabile},
  title        = {On the Distinction Between "Conditional Average Treatment Effects"
                  {(CATE)} and "Individual Treatment Effects" {(ITE)} Under Ignorability
                  Assumptions},
  journal      = {CoRR},
  volume       = {abs/2108.04939},
  year         = {2021}
}

@article{DBLP:journals/corr/abs-2109-05175,
  author       = {Kazuhiko Shinoda and
                  Takahiro Hoshino},
  title        = {Estimation of Local Average Treatment Effect by Data Combination},
  journal      = {CoRR},
  volume       = {abs/2109.05175},
  year         = {2021}
}

@article{DBLP:journals/corr/abs-2109-06707,
  author       = {Adam Izdebski and
                  Patrick J. Thoral and
                  Robbert C. A. Lalisang and
                  Dean M. McHugh and
                  Robert Entjes and
                  Nardo J. M. van der Meer and
                  Dave A. Dongelmans and
                  Age D. Boelens and
                  Sander Rigter and
                  Stefaan H. A. Hendriks and
                  Remko de Jong and
                  Marlijn J. A. Kamps and
                  Marco A. A. Peters and
                  A. Karakus and
                  Diederik Gommers and
                  Dharmanand Ramnarain and
                  Evert{-}Jan Wils and
                  Sefanja Achterberg and
                  Ralph Nowitzky and
                  Walter van den Tempel and
                  Cornelis P. C. de Jager and
                  Fleur G. C. A. Nooteboom and
                  Evelien Oostdijk and
                  Peter Koetsier and
                  Alexander D. Cornet and
                  Auke C. Reidinga and
                  Wouter de Ruijter and
                  Rob J. Bosman and
                  Tim Frenzel and
                  Louise C. Urlings{-}Strop and
                  Paul de Jong and
                  Ellen G. M. Smit and
                  Olaf L. Cremer and
                  Frits H. M. van Osch and
                  Harald J. Faber and
                  Judith Lens and
                  Gert B. Brunnekreef and
                  Barbara Festen{-}Spanjer and
                  Tom Dormans and
                  Bram Simons and
                  A. A. Rijkeboer and
                  Annemieke Dijkstra and
                  M. Sesmu Arbous and
                  Marcel Aries and
                  Menno Beukema and
                  Rutger van Raalte and
                  Martijn van Tellingen and
                  Niels C. Gritters van den Oever and
                  Paul W. G. Elbers and
                  Giovanni Cin{\`{a}}},
  title        = {A pragmatic approach to estimating average treatment effects from
                  {EHR} data: the effect of prone positioning on mechanically ventilated
                  {COVID-19} patients},
  journal      = {CoRR},
  volume       = {abs/2109.06707},
  year         = {2021}
}

@article{DBLP:journals/corr/abs-2112-01574,
  author       = {Xinze Du and
                  Yingying Fan and
                  Jinchi Lv and
                  Tianshu Sun and
                  Patrick Vossler},
  title        = {Dimension-Free Average Treatment Effect Inference with Deep Neural
                  Networks},
  journal      = {CoRR},
  volume       = {abs/2112.01574},
  year         = {2021}
}

@article{DBLP:journals/jmlr/RotnitzkyS20,
  author       = {Andrea Rotnitzky and
                  Ezequiel Smucler},
  title        = {Efficient Adjustment Sets for Population Average Causal Treatment
                  Effect Estimation in Graphical Models},
  journal      = {J. Mach. Learn. Res.},
  volume       = {21},
  pages        = {188:1--188:86},
  year         = {2020}
}

@article{DBLP:journals/rjour/ShuY19,
  author       = {Di Shu and
                  Grace Y. Yi},
  title        = {ipwErrorY: An {R} Package for Estimation of Average Treatment Effect
                  with Misclassified Binary Outcome},
  journal      = {R J.},
  volume       = {11},
  number       = {1},
  pages        = {337},
  year         = {2019}
}

@inproceedings{DBLP:conf/cbms/GhanemA19,
  author       = {Angi Nazih Ghanem and
                  {\"{O}}zden G{\"{u}}r Ali},
  title        = {Evaluating Average and Heterogeneous Treatment Effects In Light of
                  Domain Knowledge: Impact of Behaviors on Disease Prevalence},
  booktitle    = {{CBMS}},
  pages        = {423--428},
  publisher    = {{IEEE}},
  year         = {2019}
}

@inproceedings{DBLP:conf/nips/RayS19,
  author       = {Kolyan Ray and
                  Botond Szab{\'{o}}},
  title        = {Debiased Bayesian inference for average treatment effects},
  booktitle    = {NeurIPS},
  pages        = {11929--11939},
  year         = {2019}
}

@article{DBLP:journals/corr/abs-1909-12078,
  author       = {Kolyan Ray and
                  Botond Szab{\'{o}}},
  title        = {Debiased Bayesian inference for average treatment effects},
  journal      = {CoRR},
  volume       = {abs/1909.12078},
  year         = {2019}
}

@article{DBLP:journals/corr/abs-1912-00306,
  author       = {Andrea Rotnitzky and
                  Ezequiel Smucler},
  title        = {Efficient adjustment sets for population average treatment effect
                  estimation in non-parametric causal graphical models},
  journal      = {CoRR},
  volume       = {abs/1912.00306},
  year         = {2019}
}

@article{DBLP:journals/corr/abs-1912-06977,
  author       = {Steve Yadlowsky and
                  Fabio Pellegrini and
                  Federica Lionetto and
                  Stefan Braune and
                  Lu Tian},
  title        = {Estimation and Validation of a Class of Conditional Average Treatment
                  Effects Using Observational Data},
  journal      = {CoRR},
  volume       = {abs/1912.06977},
  year         = {2019}
}

@incollection{DBLP:books/crc/p/Lendle16,
  author       = {Sam Lendle},
  title        = {Online Estimation of the Average Treatment Effect},
  booktitle    = {Handbook of Big Data},
  pages        = {429--438},
  publisher    = {Chapman and Hall/CRC},
  year         = {2016}
}