2022
Inferring Cause and Effect in the Presence of Heteroscedastic Noise
ICML 2022spotlight
We study the problem of identifying cause and effect over two univariate continuous variables $X$ and $Y$ from a sample of their joint distribution. Our focus lies on the setting when the variance of the noise may be dependent on the cause. We propose to partition the domain of the cause into multip…