AINeutralarXiv – CS AI · 6h ago6/10
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Latent Confounded Causal Discovery via Lie Bracket Geometry
Researchers introduce two novel causal discovery algorithms, BRIDGE and Spectral Kan-Do Flow Matching, that leverage category-theoretic principles and differential geometry to identify causal relationships in systems with latent confounders. The methods reduce the search space for valid causal models by many orders of magnitude while inferring hidden structure directly from intervention-induced geometric flows.