Energy Consumption Prediction on California (CAISO)
199.18MAEEnergyMamba
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| EnergyMambaCategory=Ours2026.05 | 199.18 | 401.88 | 692.05 | 1,279.17 | — | |
| G-MambaCategory=Mamba2026.05 | 209.66 | 437.21 | 1,034.89 | 1,265.76 | — | |
| UrbanGPTCategory=LLM2026.05 | 210.55 | 423.03 | 740.19 | 1,563.31 | — | |
| PowerPMCategory=Transformer2026.05 | 222.01 | 439.27 | 1,161.55 | 1,439.98 | — | |
| U-MambaCategory=Mamba2026.05 | 240.71 | 428.54 | 735.47 | 1,443.22 | — | |
| ASTGCNCategory=Attention2026.05 | 257.08 | 480.29 | 1,151.04 | 1,500.21 | — | |
| ST-LLMCategory=LLM2026.05 | 265.94 | 519.28 | 761.72 | 1,959.38 | — | |
| AGCRNCategory=GNN2026.05 | 272.77 | 507.8 | 1,173.14 | 1,537.77 | — | |
| STGCNCategory=GNN2026.05 | 285.81 | 551.64 | 1,266.54 | 1,651.27 | — | |
| UQGNNCategory=GNN2026.05 | 306.43 | 551.83 | 2,036.2 | 2,108.05 | — | |
| DCRNNCategory=GNN2026.05 | 370.53 | 638.21 | 777.09 | 2,634.64 | — | |
| STZINBCategory=GNN2026.05 | 430.81 | 735.41 | 2,499.45 | 2,659.5 | — | |
| TrustEnergyCategory=GNN2026.05 | 477.95 | 787.52 | 1,875.89 | 3,997.81 | — | |
| DSTAGNNCategory=Attention2026.05 | 1,493.13 | 2,150.3 | 1,402.32 | 2,697.25 | — | |
| GluonTSCategory=Transformer2026.05 | 2,840.59 | 4,284.23 | 1,469.21 | 6,346.11 | — | |
| PatchTSTCategory=Transformer2026.05 | 3,848.31 | 5,490.15 | 363.9 | 7,094.35 | — |