351 citations · 3.1k across the 113 of their papers we have counts for
113 papers
Reinterpreting causal discovery as the task of predicting unobserved joint statistics
Dominik Janzing, Philipp M. Faller, Leena Chennuru Vankadara
If denote sets of random variables, two different data sources may contain samples from and , respectively. We argue that causal discovery can help infer…
Toward Falsifying Causal Graphs Using a Permutation-Based Test
Elias Eulig, Atalanti A. Mastakouri, Patrick Blöbaum +2
Understanding causal relationships among the variables of a system is paramount to explain and control its behavior. For many real-world systems, however, the true causal graph is…
Causal Information Splitting: Engineering Proxy Features for Robustness to Distribution Shifts
Bijan Mazaheri, Atalanti Mastakouri, Dominik Janzing +1
Statistical prediction models are often trained on data from different probability distributions than their eventual use cases. One approach to proactively prepare for these shifts…
Bounding probabilities of causation through the causal marginal problem
Numair Sani, Atalanti A. Mastakouri, Dominik Janzing
Probabilities of Causation play a fundamental role in decision making in law, health care and public policy. Nevertheless, their point identification is challenging, requiring stro…
Meaningful Causal Aggregation and Paradoxical Confounding
Yuchen Zhu, Kailash Budhathoki, Jonas Kuebler +1
In aggregated variables the impact of interventions is typically ill-defined because different micro-realizations of the same macro-intervention can result in different changes of…
Phenomenological Causality
Dominik Janzing, Sergio Hernan Garrido Mejia
Discussions on causal relations in real life often consider variables for which the definition of causality is unclear since the notion of interventions on the respective variables…