structural-equation-models

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Formalizing and falsifying causal pathways of rare events

arXiv cs.AI · 2026-06-01 Cached

This paper introduces a formal definition of causal pathways for rare events and discusses testable implications, bridging simple verbal explanations with detailed causal models.

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#structural-equation-models

Score-Based Causal Discovery of Latent Variable Causal Models

arXiv cs.LG · 2026-05-21 Cached

This paper introduces score-based methods for causal discovery in the presence of latent variables, offering theoretical guarantees of consistency and score equivalence, and unifies several constraint-based approaches.

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