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Lifted Causal Inference

arXiv cs.AI · 8h ago Cached

This paper introduces lifted causal inference, leveraging parametric causal factor graphs to efficiently compute causal effects in relational domains, and presents the Lifted Causal Inference (LCI) algorithm for polynomial-time inference.

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#lifted-inference

On the Detection of Commutative Factors in Factor Graphs: Necessary and Sufficient Conditions

arXiv cs.AI · 2026-05-27 Cached

This paper revisits the theoretical foundations for detecting commutative factors in factor graphs, correcting a previously mistaken sufficient condition and presenting corrected algorithms.

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