Graph Neural Controlled Differential Equations for Traffic Forecasting

Benchmark Model Rank Results
traffic-prediction-on-pemsd3STG-NCDE#612 steps MAE: 15.5712 steps MAPE: 15.0612 steps RMSE: 27.09
traffic-prediction-on-pemsd4STG-NCDE#1112 steps MAE: 19.2112 steps MAPE: 12.7612 steps RMSE: 31.09
traffic-prediction-on-pemsd7STG-NCDE#812 steps MAE: 20.5312 steps MAPE: 8.812 steps RMSE: 33.84
traffic-prediction-on-pemsd7-lSTG-NCDE#612 steps MAE: 2.8712 steps MAPE: 7.3112 steps RMSE: 5.76
traffic-prediction-on-pemsd7-mSTG-NCDE#612 steps MAE: 2.6812 steps MAPE: 6.7612 steps RMSE: 5.39
traffic-prediction-on-pemsd8STG-NCDE#1112 steps MAE: 15.4512 steps MAPE: 9.9212 steps RMSE: 24.81
weather-forecasting-on-noaa-atmosphericSTG-NCDE#5MAE (t+1): 0.3582 ± 0.0616MAE (t+10): 1.4095 ± 0.1836