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Climate

Benchmarks

Task NameDataset NameSOTA ResultTrend
Causal DiscoveryClimate linear synthetic
Dtop4.42
17
Causal order recoveryClimate non-linear synthetic
D_top0.4
9
Estimating causal ordersClimate linear synthetic standard
SHD0
9
Causal Order EstimationClimate non-linear synthetic
SHD7.67
9
Time-series forecastingClimate Time-MMD
MSE0.92
9
Total Effect EstimationClimate
Epsilon ATE0.01
8
Causal DiscoveryClimate linear synthetic data
SHD0
8
Causal DiscoveryClimate (test)
AUC0.989
7
Constrained RegressionClimate Temperature
RMSE1.612
7
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