GRACE uses Hard Concrete gates and L0 regularization to prune false positives from a linear CI skeleton in high-dimensional time series causal discovery, improving F1 scores and speed over baselines.
Causal discovery from temporal data: An overview and new perspectives.arXiv preprint arXiv:2303.10112,
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GRACE: Gated Refinement for Accurate Causal Edge Discovery in High-Dimensional Time Series
GRACE uses Hard Concrete gates and L0 regularization to prune false positives from a linear CI skeleton in high-dimensional time series causal discovery, improving F1 scores and speed over baselines.