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Sagan

Paper

Fast Nonparametric Conditional Independence Testing via Two-Stage Regression

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AI summary

arXiv:2606. 18011v1 Announce Type: new Abstract: Constraint-based causal discovery relies on repeated conditional independence tests, but fast nonparametric tests often sacrifice calibration, especially when variables depend on the conditioning set through nonlinear relationships.