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cs.LG2025
Efficient Latent Variable Causal Discovery: Combining Score Search and Targeted Testing
Joseph Ramsey, Bryan Andrews, Peter Spirtes
Learning causal structure from observational data is especially challenging when latent variables or selection bias are present. The Fast Causal Inference (FCI) algorithm addresses…
stat.ML2025
Scalable Causal Discovery from Recursive Nonlinear Data via Truncated Basis Function Scores and Tests
Joseph Ramsey, Bryan Andrews, Peter Spirtes
Learning graphical conditional independence structures from nonlinear, continuous or mixed data is a central challenge in machine learning and the sciences, and many existing metho…