Bivariate causal direction can be inferred by comparing how well velocity-based models, fitted via estimated score functions, explain the data in each direction.
Random Dynamical Systems
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Distinguishing Cause from Effect with Causal Velocity Models
Bivariate causal direction can be inferred by comparing how well velocity-based models, fitted via estimated score functions, explain the data in each direction.