Beware of the Simulated DAG! Causal Discovery Benchmarks May Be Easy To Game

Alexander G. Reisach, Christof Seiler, Sebastian Weichwald

Simulated DAG models may exhibit properties that, perhaps inadvertently, render their structure identifiable and unexpectedly affect structure learning algorithms. Here, we show th…