Energy Consumption Prediction on Florida 2
32.42MAEEnergyMamba
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| EnergyMambaCategory=Ours2026.05 | 32.42 | 52.66 | 107.83 | 198.23 | — | |
| ST-LLMCategory=LLM2026.05 | 34.12 | 55.42 | 114.71 | 210.64 | — | |
| U-MambaCategory=Mamba2026.05 | 34.58 | 55.86 | 115.93 | 221.87 | — | |
| UrbanGPTCategory=LLM2026.05 | 36.81 | 57.42 | 140.58 | 243.29 | — | |
| G-MambaCategory=Mamba2026.05 | 37.03 | 60.47 | 143.06 | 245.46 | — | |
| AGCRNCategory=GNN2026.05 | 37.97 | 61.76 | 127.92 | 258.03 | — | |
| UQGNNCategory=GNN2026.05 | 39.17 | 63.5 | 189.37 | 245.14 | — | |
| PowerPMCategory=Transformer2026.05 | 41.83 | 67.39 | 170.23 | 267.08 | — | |
| ASTGCNCategory=Attention2026.05 | 43.18 | 72.02 | 172.14 | 297.13 | — | |
| STGCNCategory=GNN2026.05 | 43.4 | 70.29 | 145.76 | 274.06 | — | |
| DCRNNCategory=GNN2026.05 | 44.2 | 73.87 | 170.24 | 295.39 | — | |
| PatchTSTCategory=Transformer2026.05 | 53.84 | 83.91 | 262.86 | 365.57 | — | |
| TrustEnergyCategory=GNN2026.05 | 56.02 | 86.93 | 219.78 | 333.47 | — | |
| STZINBCategory=GNN2026.05 | 98.84 | 163.5 | 348.65 | 606.27 | — | |
| DSTAGNNCategory=Attention2026.05 | 116.91 | 167.53 | 178.11 | 1,841.64 | — | |
| GluonTSCategory=Transformer2026.05 | 161.55 | 224.24 | 134.22 | 2,082.87 | — |