Graph Dirichlet Energy for Fitting-Free Bivariate Causal Inference

Povilas Daniušis

We propose the Graph Dirichlet Energy Causal Inference (GDECI) criterion for distinguishing cause from effect in bivariate settings. For a candidate direction $X\to Y$, we construc…