Spatiotemporal forecasting

Benchmarks

Dataset Name	SOTA Method	Metric
E-PEMS-BAY (test)	StemGNN	MAE0.916	36	1mo ago
Wabash River (test)	AGCRN	MAE2.945	36	1mo ago
Solar-Energy (test)	FDN	MAE0.238	27	1mo ago
Global ocean-weather-land 300-day forecast	DSLCAST + PNP	RMSE0.9671	12	2mo ago
Global ocean-weather-land 240-day forecast	DSLCAST + PNP	RMSE0.9377	12	2mo ago
Global ocean-weather-land 180-day forecast	DSLCAST + PNP	RMSE0.8979	12	2mo ago
Global ocean-weather-land 120-day forecast	DSLCAST + PNP	RMSE0.8577	12	2mo ago
Zhuhai (train)	MetaTransfer	MAE2.225	12	4mo ago
Zhuhai 100 (train)	MetaTransfer	MAE2.924	12	4mo ago
Zhuhai 20 Instances (train)	MetaTransfer	MAE3.237	12	4mo ago
Shaoxing (train)	MetaTransfer	MAE1.982	12	4mo ago
Shaoxing 100 Instances (train)	MetaTransfer	MAE2.08	12	4mo ago
Shaoxing 20 Instances (train)	MetaTransfer	MAE2.205	12	4mo ago
Mianyang 500 (train)	MetaTransfer	MAE0.836	12	4mo ago
Mianyang 100 (train)	MetaTransfer	MAE0.954	12	4mo ago
Mianyang 20 (train)	MetaTransfer	MAE0.996	12	4mo ago
PEMS-BAY (test)	T-Graphormer	MAE (Horizon 3)1.16	11	5mo ago
AirDelhi AD-B	SOLID	CRPS25.713	10	4mo ago
Navier-Stokes (NS) (test)	MFFM (cascade)	NRMSE0.0478	9	2mo ago
Active Matter (AM) (test)	MFFM (cascade)	NRMSE0.3162	9	2mo ago
Shear-P (test)	MFFM (cascade)	NRMSE0.2671	9	2mo ago
Shear-T (test)	MFFM (cascade)	NRMSE22.53	9	2mo ago
Shallow Water (SW) (test)	MFFM (cascade)	NRMSE0.0048	9	2mo ago
PEMS08 Horizon 12 (test)	T-Graphormer	MAE16.88	8	5mo ago
PEMS04 Horizon 12 (test)	T-Graphormer	MAE20.4	8	5mo ago

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