Machine Learning · Computer Science
Causal Machine Learning: A Survey and Open Problems
Jean Kaddour, Aengus Lynch, Qi Liu, Matt J. Kusner +1
2026-05-28
Machine Learning · Computer Science
CausalProfiler: Generating Synthetic Benchmarks for Rigorous and Transparent Evaluation of Causal Machine Learning
Panayiotis Panayiotou, Audrey Poinsot, Alessandro Leite, Nicolas Chesneau +2
2026-01-08
Machine Learning · Computer Science
Causal machine learning for predicting treatment outcomes
Stefan Feuerriegel, Dennis Frauen, Valentyn Melnychuk, Jonas Schweisthal +6
2024-10-14
Machine Learning · Statistics
DoubleML -- An Object-Oriented Implementation of Double Machine Learning in Python
Philipp Bach, Victor Chernozhukov, Malte S. Kurz, Martin Spindler
2022-10-06
Artificial Intelligence · Computer Science
causalgraph: A Python Package for Modeling, Persisting and Visualizing Causal Graphs Embedded in Knowledge Graphs
Sven Pieper, Carl Willy Mehling, Dominik Hirsch, Tobias Lüke +1
2023-01-23
Machine Learning · Computer Science
Causal machine learning for sustainable agroecosystems
Vasileios Sitokonstantinou, Emiliano Díaz Salas Porras, Jordi Cerdà Bautista, Maria Piles +7
2024-08-26
Machine Learning · Computer Science
Introducing CausalBench: A Flexible Benchmark Framework for Causal Analysis and Machine Learning
Ahmet Kapkiç, Pratanu Mandal, Shu Wan, Paras Sheth +4
2024-09-26
Machine Learning · Computer Science
Causal Machine Learning Is Not a Panacea: A Roadmap for Observational Causal Inference in Health
Donna Tjandra, Trenton Chang, Sonali Parbhoo, Rajesh Ranganath +7
2026-05-21
Machine Learning · Computer Science
Causal-learn: Causal Discovery in Python
Yujia Zheng, Biwei Huang, Wei Chen, Joseph Ramsey +5
2024-04-12
Machine Learning · Computer Science
Causality Learning: A New Perspective for Interpretable Machine Learning
Guandong Xu, Tri Dung Duong, Qian Li, Shaowu Liu +1
2021-09-20
Human-Computer Interaction · Computer Science
Causalvis: Visualizations for Causal Inference
Grace Guo, Ehud Karavani, Alex Endert, Bum Chul Kwon
2023-03-02
Machine Learning · Computer Science
Causal Machine Learning for Healthcare and Precision Medicine
Pedro Sanchez, Jeremy P. Voisey, Tian Xia, Hannah I. Watson +2
2022-06-01
Human-Computer Interaction · Computer Science
Integrating Causal Machine Learning into Clinical Decision Support Systems: Insights from Literature and Practice
Domenique Zipperling, Lukas Schmidt, Benedikt Hahn, Niklas Kühl +1
2026-04-17
Machine Learning · Computer Science
InterpretML: A Unified Framework for Machine Learning Interpretability
Harsha Nori, Samuel Jenkins, Paul Koch, Rich Caruana
2019-09-23
Computation and Language · Computer Science
Causal Evaluation of Language Models
Sirui Chen, Bo Peng, Meiqi Chen, Ruiqi Wang +6
2024-05-02
Artificial Intelligence · Computer Science
Causal identification with $Y_0$
Charles Tapley Hoyt, Craig Bakker, Richard J. Callahan, Joseph Cottam +10
2025-08-06