Spatiotemporal forecasting

Benchmarks

Dataset Name	SOTA Method	Metric
Global ocean-weather-land 300-day forecast	DSLCAST + PNP	RMSE0.9671	12	22d ago
Global ocean-weather-land 240-day forecast	DSLCAST + PNP	RMSE0.9377	12	22d ago
Global ocean-weather-land 180-day forecast	DSLCAST + PNP	RMSE0.8979	12	22d ago
Global ocean-weather-land 120-day forecast	DSLCAST + PNP	RMSE0.8577	12	22d ago
Zhuhai (train)	MetaTransfer	MAE2.225	12	2mo ago
Zhuhai 100 (train)	MetaTransfer	MAE2.924	12	2mo ago
Zhuhai 20 Instances (train)	MetaTransfer	MAE3.237	12	2mo ago
Shaoxing (train)	MetaTransfer	MAE1.982	12	2mo ago
Shaoxing 100 Instances (train)	MetaTransfer	MAE2.08	12	2mo ago
Shaoxing 20 Instances (train)	MetaTransfer	MAE2.205	12	2mo ago
Mianyang 500 (train)	MetaTransfer	MAE0.836	12	2mo ago
Mianyang 100 (train)	MetaTransfer	MAE0.954	12	2mo ago
Mianyang 20 (train)	MetaTransfer	MAE0.996	12	2mo ago
PEMS-BAY (test)	T-Graphormer	MAE (Horizon 3)1.16	11	3mo ago
AirDelhi AD-B	SOLID	CRPS25.713	10	2mo ago
Navier-Stokes (NS) (test)	MFFM (cascade)	NRMSE0.0478	9	16d ago
Active Matter (AM) (test)	MFFM (cascade)	NRMSE0.3162	9	16d ago
Shear-P (test)	MFFM (cascade)	NRMSE0.2671	9	16d ago
Shear-T (test)	MFFM (cascade)	NRMSE22.53	9	16d ago
Shallow Water (SW) (test)	MFFM (cascade)	NRMSE0.0048	9	16d ago
PEMS08 Horizon 12 (test)	T-Graphormer	MAE16.88	8	3mo ago
PEMS04 Horizon 12 (test)	T-Graphormer	MAE20.4	8	3mo ago
PEMS03 Horizon 12 (test)	T-Graphormer	MAE15.88	8	3mo ago
N-body MNIST	Earthformer	MSE14.82	8	3mo ago
Sentinel-2 (test)	PredRNN	L1 Loss0.0117	7	2mo ago

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