Surely showing you can learn (what looks like) causality does not require the training and test examples to be in different domains. That's an orthogonal issue.
Learning Causality Does Not Require Different Training and Test Domains
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Surely showing you can learn (what looks like) causality does not require the training and test examples to be in different domains. That's an orthogonal issue.