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2025 1

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The Observational Partial Order of Causal Structures with Latent Variables

stat.ML · 2025-02-11 · conditional · novelty 8.0

For causal structures with latent variables and a fixed node order, the paper fully determines the observational dominance order at three visible nodes and bounds it at four nodes, showing that most equivalence classes require non-CI constraints.

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  • The Observational Partial Order of Causal Structures with Latent Variables stat.ML · 2025-02-11 · conditional · none · ref 1

    For causal structures with latent variables and a fixed node order, the paper fully determines the observational dominance order at three visible nodes and bounds it at four nodes, showing that most equivalence classes require non-CI constraints.