2 papers
stat.ML2025
Identifying Causal Direction via Dense Functional Classes
Katerina Hlavackova-Schindler, Suzana Marsela
We address the problem of determining the causal direction between two univariate, continuous-valued variables, X and Y, under the assumption of no hidden confounders. In general,…
cs.LG2025
Cause or Trigger? From Philosophy to Causal Modeling
Kateřina Hlaváčková-Schindler, Rainer Wöß, Vera Pecorino +1
Not much has been written about the role of triggers in the literature on causal reasoning, causal modeling, or philosophy. In this paper, we focus on describing triggers and cause…