FC-Layer
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Interventional Time Series Forecasting | FC-Layer NLNA (test) | RMSE0.36 | 7 | |
| Observational Time Series Forecasting | FC-Layer NLNA (test) | RMSE0.49 | 7 | |
| Interventional Time Series Forecasting | FC-Layer Additive (test) | RMSE0.41 | 7 | |
| Observational Time Series Forecasting | FC-Layer Additive (test) | RMSE0.38 | 7 | |
| Time series forecasting | FC-Layer causal structure | MMD (Additive, Obs.)0.01 | 7 | |
| Probabilistic Time-series Forecasting | FC-Layer Synthetic (test) | CRPS (Additive, Obs.)0.11 | 3 | |
| Counterfactual Time Series Forecasting | FC-Layer NLNA (test) | RMSE0.18 | 1 | |
| Counterfactual Time Series Forecasting | FC-Layer Additive (test) | RMSE0.16 | 1 |
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