Causal

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Contents

• Benefit Probability Bounds
• Convex Sharp Identification
• Cross-World Independence Sharp Bounds
• Finite Causal Query Hierarchy
• Finite Event Coupling Sharp Bounds
• Finite Linear Causal Identification
• Intervention Effectiveness
• Nonconvex Sharp Identification
• Observation-Intervention-Counterfactual Kernel Chain
• Parent-Ordered Structural Evaluation Semantics
• Principal Strata Under Monotonicity
• Observation-Intervention-Counterfactual Query-Kernel Hierarchy
• Recursive Intervention Composition
• Soft Intervention Modularity
• Structural Evaluation Semantics
• Ternary Treatment and Outcome Sharp Bounds
• Three-Layer Causal Observation Language