107 citations · 367 across the 28 of their papers we have counts for
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stat.ML2021★ 1 cited
Compositional Abstraction Error and a Category of Causal Models
Eigil F. Rischel, Sebastian Weichwald
Interventional causal models describe several joint distributions over some variables used to describe a system, one for each intervention setting. They provide a formal recipe for…
stat.ML2021★ 10 cited
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…