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Found 4 papers, 1 papers with code
Distribution-consistency Structural Causal Models
In the field of causal modeling, potential outcomes (PO) and structural causal models (SCMs) stand as the predominant frameworks.
Answering Causal Queries at Layer 3 with DiscoSCMs-Embracing Heterogeneity
In the realm of causal inference, Potential Outcomes (PO) and Structural Causal Models (SCM) are recognized as the principal frameworks. However, when it comes to Layer 3 valuations -- counterfactual queries deeply entwined with individual-level semantics -- both frameworks encounter limitations due to the degenerative issues brought forth by the consistency rule.
LBCF: A Large-Scale Budget-Constrained Causal Forest Algorithm
The proposed approach is currently serving over hundreds of millions of users on the platform and achieves one of the most tremendous improvements over these months.
Path-specific Effects Based on Information Accounts of Causality
Path-specific effects in mediation analysis provide a useful tool for fairness analysis, which is mostly based on nested counterfactuals.
