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Causal Learning with the Invariance Principle

stat.ML · 2026-05-13 · unverdicted · novelty 8.0

Two auxiliary environments suffice to identify causal graphs and functional mechanisms in structural causal models under acyclicity and invariance assumptions, enabling correct counterfactual inference.

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  • Causal Learning with the Invariance Principle stat.ML · 2026-05-13 · unverdicted · none · ref 76

    Two auxiliary environments suffice to identify causal graphs and functional mechanisms in structural causal models under acyclicity and invariance assumptions, enabling correct counterfactual inference.