Water discharges prediction on Water discharges 45-node hydrological network
4.95MAEGWaveNet
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GWaveNet#Params.=302, 537, Time (Epoch/Total)=3.6 s/ 5.93 min, VRAM=1, 808 MB, Model type=informed discrete-time CNN2026.06 | 4.95 | 14.89 | |
| INDEQSNODEctrl#Params.=416, 500, Time (Epoch/Total)=28.0 s / 93.2 min, VRAM=902 MB, Model type=informed NCDE2026.06 | 5.01 | 16.1 | |
| INDEQSNODEg#Params.=415, 619, Time (Epoch/Total)=17.13 s / 57.1 min, VRAM=833 MB, Model type=informed NCDE2026.06 | 5.07 | 16.43 | |
| DCRNN#Params.=23, 729, Time (Epoch/Total)=13.8 s/ 38.4 min, VRAM=117 MB, Model type=informed discrete-time RNN2026.06 | 5.09 | 16.66 | |
| INDEQSouter(k = 12)#Params.=415, 879, Time (Epoch/Total)=12.1 s / 40.2 min, VRAM=573 MB, Model type=informed NCDE2026.06 | 5.2 | 16.97 | |
| INDEQSinner(k = 12)#Params.=291, 909, Time (Epoch/Total)=8.5 s / 28.6 min, VRAM=535 MB, Model type=informed NCDE2026.06 | 5.34 | 17.73 | |
| STG-NCDE#Params.=415, 879, Time (Epoch/Total)=11.3 s/ 37.8 min, VRAM=560 MB, Model type=uninformed NCDE2026.06 | 5.59 | 18.73 | |
| GCDE-GRU#Params.=33, 281, Time (Epoch/Total)=91.7 s/ 62 min, VRAM=74 MB, Model type=informed NODE2026.06 | 6.28 | 17.75 |