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Some samples of the success of knowledge principle in causal inference are: the usage of directed facts, minimum entropy couplings and customary entropy for bivariate causal discovery; the usage of the knowledge bottleneck theory with apps from the generalization of machine Mastering types; analyzing causal structures of deep neural networks with d