Causal discovery evaluations should report negative control baselines, because common metrics can look good under random guessing.
Comparison of statistical methods for finding network motifs
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Are you doing better than random guessing? A call for using negative controls when evaluating causal discovery algorithms
Causal discovery evaluations should report negative control baselines, because common metrics can look good under random guessing.