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GRACE: Gated Refinement for Accurate Causal Edge Discovery in High-Dimensional Time Series

arXiv cs.LG · 19h ago Cached

Proposes GRACE, a method that combines constraint-based skeleton with gated refinement using L0 regularization for efficient and accurate causal edge discovery in high-dimensional time series. It outperforms existing methods in F1 and speed, demonstrated on synthetic and real-world river flow data.

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