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Tangent Space Causal Inference

technology1 mentionslast seen Nov 3, 2026

A method for detecting causalities in dynamical systems by considering vector fields as explicit representations of system dynamics and checking for synchronization between learned vector fields.

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Tangent Space Causal Inferencedepends onvector field92% confidence1 source
Tangent Space Causal Inferenceapplies tocausal discovery in dynamical systems90% confidence1 source
Tangent Space Causal Inferencesupersedesconvergent cross mapping88% confidence1 source

Tangent Space Causal Inference

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Tangent Space Causal Inferencesupersedesconvergent cross mapping

88% confidence1 supporting mentions

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preprintarXivOct 30, 2024Tangent Space Causal Inference: Leveraging Vector Fields for Causal Discovery in Dynamical Systems
TSCI approach is model-agnostic and can be used as a drop-in replacement for CCM and its generalizations