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Time-series causal discovery research benchmarks · SOTA2 Research

Time-series causal discovery

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

CausalTime traffic N = 20

SVAR-FM-DAG+FM+CA

53.4AUROC

7

May 12, 2026

CausalTime pm25 (N = 36)

75.8AUROC

7

May 12, 2026

CausalTime medical (N = 20)

57.5AUROC

7

May 12, 2026

55Summary F1

6

Jun 16, 2026

0.56Summary F1

6

Jun 16, 2026

49Summary F1 Score

6

Jun 16, 2026

51Window F1 Score

3

Feb 26, 2026

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