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07/19/2023
Beyond Single-Feature Importance with ICECREAM
Which set of features was responsible for a certain output of a machine ...
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07/18/2023
Self-Compatibility: Evaluating Causal Discovery without Ground Truth
As causal ground truth is incredibly rare, causal discovery algorithms a...
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05/16/2023
Toward Falsifying Causal Graphs Using a Permutation-Based Test
Understanding the causal relationships among the variables of a system i...
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04/04/2023
Bounding probabilities of causation through the causal marginal problem
Probabilities of Causation play a fundamental role in decision making in...
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06/14/2022
DoWhy-GCM: An extension of DoWhy for causal inference in graphical causal models
We introduce DoWhy-GCM, an extension of the DoWhy Python library, that l...
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07/23/2020
Causal analysis of Covid-19 spread in Germany
In this work, we study the causal relations among German regions in term...
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05/18/2020