Posts tagged Permutation invariance

Permutation invariance

Give two people the same table with its columns in different orders. Ask each to learn a causal graph. They should get the same graph. Column order carries no information: it comes from a database export, a DataFrame, or whoever wrote the CSV. A method whose graph does not depend on that order is permutation invariant.

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