Energy Consumption Prediction on New York (NYISO)
43.13MAEEnergyMamba
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| EnergyMambaCategory=Ours2026.05 | 43.13 | 64.79 | 201.87 | 295.42 | — | |
| G-MambaCategory=Mamba2026.05 | 45.4 | 68.2 | 190.12 | 318.37 | — | |
| UrbanGPTCategory=LLM2026.05 | 46.42 | 69.94 | 215.5 | 332.61 | — | |
| U-MambaCategory=Mamba2026.05 | 46.82 | 71.69 | 220.56 | 313.85 | — | |
| ST-LLMCategory=LLM2026.05 | 51.25 | 78.41 | 211.39 | 335.99 | — | |
| PowerPMCategory=Transformer2026.05 | 51.52 | 76.82 | 250.03 | 343.51 | — | |
| AGCRNCategory=GNN2026.05 | 51.75 | 79.31 | 221.29 | 352.53 | — | |
| DCRNNCategory=GNN2026.05 | 52.03 | 80.09 | 255.49 | 364.27 | — | |
| ASTGCNCategory=Attention2026.05 | 52.84 | 81.62 | 253.81 | 378.99 | — | |
| GluonTSCategory=Transformer2026.05 | 62.87 | 105.16 | 446.82 | 467.94 | — | |
| DSTAGNNCategory=Attention2026.05 | 63.14 | 99.22 | 380.22 | 439.31 | — | |
| UQGNNCategory=GNN2026.05 | 64.71 | 95.55 | 360.78 | 439.4 | — | |
| STZINBCategory=GNN2026.05 | 67.44 | 107.2 | 315.22 | 421.86 | — | |
| STGCNCategory=GNN2026.05 | 70.02 | 107.28 | 224.87 | 473.28 | — | |
| PatchTSTCategory=Transformer2026.05 | 103.94 | 157.12 | 781.38 | 783.94 | — | |
| TrustEnergyCategory=GNN2026.05 | 124.04 | 178.58 | 742.06 | 930.46 | — |