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stat.ML2026
The Causal Description Gap: Information-Theoretic Separations Across Pearl's Hierarchy
Seyed Morteza Emadi
Pearl's causal hierarchy shows that observational, interventional, and counterfactual queries are qualitatively distinct. We ask a quantitative version of this question: how many a…
stat.ML2026
The Critical Horizon: Inspection Design Principles for Multi-Stage Operations and Deep Reasoning
Seyed Morteza Emadi
Manufacturing lines, service journeys, supply chains, and AI reasoning chains share a common challenge: attributing a terminal outcome to the intermediate stage that caused it. We…