Diamond
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Causal Discovery | Diamond | Structural F184 | 9 | |
| Clustering | diamond9 | Adjusted Rand Index0.9992 | 7 | |
| Delay Identification | Diamond | Precision of Delay (POD)93 | 7 | |
| Interventional Time Series Forecasting | Diamond NLNA (test) | RMSE0.38 | 7 | |
| Observational Time Series Forecasting | Diamond NLNA (test) | RMSE0.31 | 7 | |
| Interventional Time Series Forecasting | Diamond Additive (test) | RMSE0.57 | 7 | |
| Observational Time Series Forecasting | Diamond Additive (test) | RMSE0.49 | 7 | |
| Regression | diamond 10^2 scaling (five-fold cross-validation) | RMSE5.356 | 6 | |
| Counterfactual reasoning | Diamond NADD | MSE599 | 5 | |
| Probabilistic Time-series Forecasting | Diamond Synthetic (test) | CRPS (Additive, Obs.)0.13 | 3 | |
| Counterfactual Time Series Forecasting | Diamond NLNA (test) | RMSE0.19 | 1 | |
| Counterfactual Time Series Forecasting | Diamond Additive (test) | RMSE0.12 | 1 |
Showing 12 of 12 rows