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ResearchFormerly WizWand

Grid-based Spatio-Temporal Forecasting on Traffic-SH (Short-term)

0.31MAEPatchTST
0.26240.58370.9051.2263Feb 24, 2026
Updated 8mo ago

Evaluation results

MethodLinks
PatchTSTEvaluation Protocol=Few-Shot (10% Training Set), Method Type=Time Series Method2026.020.310.615.47
LSTMEvaluation Protocol=Few-Shot (10% Training Set), Method Type=Time Series Method2026.020.360.716.44
GWNetEvaluation Protocol=Few-Shot (10% Training Set), Method Type=ST-Graph Method2026.020.370.696.21
D2STGNNEvaluation Protocol=Few-Shot (10% Training Set), Method Type=ST-Graph Method2026.020.390.696.33
FactoSTEvaluation Protocol=Zero-Shot, Method Type=ST2026.020.40.75.84
TimeMoEEvaluation Protocol=Zero-Shot, Method Type=TS2026.020.430.746.65
UrbanFMEvaluation Protocol=Zero-Shot, Method Type=ST2026.020.440.615.39
OpenCityEvaluation Protocol=Zero-Shot, Method Type=ST2026.020.450.827.21
ChronosEvaluation Protocol=Zero-Shot, Method Type=TS2026.020.450.86.77
MoiraiEvaluation Protocol=Zero-Shot, Method Type=TS2026.020.460.918.76
DlinearEvaluation Protocol=Few-Shot (10% Training Set), Method Type=Time Series Method2026.020.460.798.18
STIDEvaluation Protocol=Few-Shot (10% Training Set), Method Type=ST-Graph Method2026.020.470.777.96
TimesFM++Evaluation Protocol=Zero-Shot, Method Type=TS2026.020.491.147.31
HAEvaluation Protocol=Few-Shot (10% Training Set), Method Type=Time Series Method2026.020.530.927.76
TAUEvaluation Protocol=Few-Shot (10% Training Set), Method Type=ST-Grid Method2026.020.560.989.41
PredRNN++Evaluation Protocol=Few-Shot (10% Training Set), Method Type=ST-Grid Method2026.020.661.0211.03
DSANEvaluation Protocol=Few-Shot (10% Training Set), Method Type=ST-Grid Method2026.021.111.8410.74
STAEformerEvaluation Protocol=Few-Shot (10% Training Set), Method Type=ST-Graph Method2026.021.261.8718.45
ST-ResNetEvaluation Protocol=Few-Shot (10% Training Set), Method Type=ST-Grid Method2026.021.52.1117.16