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ResearchFormerly WizWand

FC-Layer

Benchmarks

TaskDatasetSOTA resultTrendResults

Interventional Time Series Forecasting

FC-Layer NLNA (test)

0.36RMSE

7

Observational Time Series Forecasting

FC-Layer NLNA (test)

0.49RMSE

7

Interventional Time Series Forecasting

FC-Layer Additive (test)

0.41RMSE

7

Observational Time Series Forecasting

FC-Layer Additive (test)

0.38RMSE

7

Time series forecasting

FC-Layer causal structure

0.01MMD (Additive, Obs.)

7

Probabilistic Time-series Forecasting

FC-Layer Synthetic (test)

0.11CRPS (Additive, Obs.)

3

Counterfactual Time Series Forecasting

FC-Layer NLNA (test)

0.18RMSE

1

Counterfactual Time Series Forecasting

FC-Layer Additive (test)

0.16RMSE

1