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P. Buhlmann

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Preprint Oct 2026

Causal Robustness from Synthetic Environments

We study robust prediction when the training data come from a single observational distribution. Causality-oriented methods for robust prediction usually use heterogeneity across observed environments both to learn an invariant prediction function and to determine the perturbations against which it is robust. We show t...

Lin-Ying Yang, Cyrill Scheidegger, Xin-Wei Shen et al. · 0 citations

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