One may argue that the cause-effect pair problem is of fundamental scientific interest. Indeed, it is the smallest problem addressing the issue of finding asymmetries in joint distributions of variables that are potentially revealing of causal relationships, and it cannot be resolved using Markov properties (conditional independence testing).