GaussDetect-LiNGAM:Causal Direction Identification without Gaussianity test

Ziyi Ding, Xiao-Ping Zhang

We propose GaussDetect-LiNGAM, a novel approach for bivariate causal discovery that eliminates the need for explicit Gaussianity tests by leveraging a fundamental equivalence betwe…