Are Bayesian networks typically faithful?

arXiv:2410.16004 · math.ST, math.PR, stat.ML, stat.TH · Submitted 2024-10-21 · Read on arXiv

math.ST, math.PR, stat.ML, stat.TH

Submitted: 2024-10-21

Updated: 2026-09-08

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Causal Discovery — 27× in this paper · explained in 2 episodes
• Causal Inference — 8× in this paper · explained in 4 episodes
• Consistency — 4× in this paper · explained in 3 episodes
• Core — 2× in this paper · explained in 2 episodes
• Intersectionality — 1× in this paper · explained in 2 episodes
• Selection Bias — 1× in this paper · explained in 4 episodes
• Verifiability — 1× in this paper · explained in 2 episodes

Related papers

• Conformal Prediction for Dyadic Regression Under Complex Missingness
• Bentkus-type asymptotic e-values
• High-Dimensional Asymptotics of Differentially Private PCA
• KL Convergence Guarantees for Score diffusion models under minimal data assumptions
• Geometric bias in eigenspace perturbation under random heterogeneous noise
• On the Asymptotic Inadmissibility of Double Machine Learning Estimators Under Structure-Agnostic Models