18
Publications
964
Citations
14
H-Index
2017
Active since
Niki Kilbertus is an author at Max Planck Institute for Intelligent Systems specializing in engineering, machine learning, and data science.
Top concepts
EngineeringMachine LearningData ScienceStatisticsCausal InferenceAlgorithmic FairnessComputer ScienceBiasDeep LearningPublic Health
Publications per year
2017–2025
18
18
Causal machine learning for predicting treatment outcomes
Stefan Feuerriegel, Dennis Frauen, Valentyn Melnychuk et al. · Nature Medicine · 2024 · 208 citations · Full text
Predictive Analytics, Treatment Effect, Outcomes Research +6
Avoiding Discrimination through Causal Reasoning
Niki Kilbertus, Mateo Rojas-Carulla, Giambattista Parascandolo et al. · arXiv (Cornell University) · 2017 · 178 citations · Full text
Learning Independent Causal Mechanisms
Giambattista Parascandolo, Niki Kilbertus, Mateo Rojas-Carulla et al. · MPG.PuRe (Max Planck Society) · 2018 · 83 citations
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