739 citations · 1.8k across the 34 of their papers we have counts for
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math.ST2012★ 161 cited
Geometry of the faithfulness assumption in causal inference
Caroline Uhler, Garvesh Raskutti, Peter Bühlmann +1
Many algorithms for inferring causality rely heavily on the faithfulness assumption. The main justification for imposing this assumption is that the set of unfaithful distributions…
stat.ML2012★ 218 cited
Identifiability of Gaussian structural equation models with equal error variances
Jonas Peters, Peter Bühlmann
We consider structural equation models in which variables can be written as a function of their parents and noise terms, which are assumed to be jointly independent. Corresponding…