Neural Dynamics on Complex Networks

Benchmark Model Rank Results
weather-forecasting-on-laNDCN#4MSE (t+1): 0.5380 ± 0.0469MSE (t+6): 1.2588 ± 0.0654
weather-forecasting-on-noaa-atmosphericNDCN#4MAE (t+1): 0.3151 ± 0.0122MAE (t+10): 2.2967 ± 0.0415
weather-forecasting-on-sdRNN-GNN#5MSE (t+1): 0.5291 ± 0.0578MSE (t+6): 0.7862 ± 0.0475
weather-forecasting-on-sdNDCN#6MSE (t+1): 0.5296 ± 0.0274MSE (t+6): 0.7542 ± 0.0730
weather-forecasting-on-sdGRU-GNN#7MSE (t+1): 0.5705 ± 0.0057MSE (t+6): 0.7414 ± 0.0294
weather-forecasting-on-sdLSTM-GNN#8MSE (t+1): 0.5754 ± 0.0180MSE (t+6): 0.7954 ± 0.0110