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Diamond

Benchmarks

Task NameDataset NameSOTA ResultTrend
Causal DiscoveryDiamond
Structural F184
9
Delay IdentificationDiamond
Precision of Delay (POD)93
7
Interventional Time Series ForecastingDiamond NLNA (test)
RMSE0.38
7
Observational Time Series ForecastingDiamond NLNA (test)
RMSE0.31
7
Interventional Time Series ForecastingDiamond Additive (test)
RMSE0.57
7
Observational Time Series ForecastingDiamond Additive (test)
RMSE0.49
7
Counterfactual reasoningDiamond NADD
MSE599
5
Probabilistic Time-series ForecastingDiamond Synthetic (test)
CRPS (Additive, Obs.)0.13
3
Counterfactual Time Series ForecastingDiamond NLNA (test)
RMSE0.19
1
Counterfactual Time Series ForecastingDiamond Additive (test)
RMSE0.12
1
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