In prediction-intervention games, stable-blanket predictors are at least as good as causal-parent predictors for two classes of follower objectives and can be worst-case optimal under additional conditions.
A Unifying Causal Framework for An- alyzing Dataset Shift-stable Learning Algorithms.Journal of Causal Inference, 10(1):64–89, 2022
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Prediction-Intervention Games and Invariant Sets
In prediction-intervention games, stable-blanket predictors are at least as good as causal-parent predictors for two classes of follower objectives and can be worst-case optimal under additional conditions.