Falsifying Causal Graphs With Outlier Events

William Roy Orchard, Philipp M. Faller, Dominik Janzing

True causal relationships are rarely known, and inferring causal graphs from data is hard. A fundamental challenge is how to assess whether a given causal graph is good in the abse…