Energy consumption prediction on Florida 1
104Train Time (s)GluonTS
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| GluonTSCategory=Transformer2026.05 | 104 | — | — | — | — | — | 0.95 | 1,378 | 25.9 | |
| PatchTSTCategory=Transformer2026.05 | 152 | — | — | — | — | — | 1.85 | 3,167 | 145.4 | |
| AGCRNCategory=GNN2026.05 | 662 | — | — | — | — | — | 1.25 | 3,781 | 747.4 | |
| UQGNNCategory=GNN2026.05 | 710 | — | — | — | — | — | 3.1 | 4,039 | 297.7 | |
| ASTGCNCategory=Attention2026.05 | 1,759 | — | — | — | — | — | 2.15 | 2,125 | 230.1 | |
| STZINBCategory=GNN2026.05 | 1,913 | — | — | — | — | — | 3.8 | 8,109 | 249.9 | |
| DSTAGNNCategory=Attention2026.05 | 3,291 | — | — | — | — | — | 2.2 | 2,190 | 298.6 | |
| TrustEnergyCategory=GNN2026.05 | 3,865 | — | — | — | — | — | 3.9 | 27,119 | 1,012.2 | |
| G-MambaCategory=Mamba2026.05 | 6,285 | — | — | — | — | — | 2.89 | 7,499 | 299.5 | |
| EnergyMambaCategory=Ours2026.05 | 7,945 | — | — | — | — | — | 2.78 | 4,125 | 312.8 | |
| PowerPMCategory=Transformer2026.05 | 8,900 | — | — | — | — | — | 2.6 | 16,500 | 11,085.4 | |
| U-MambaCategory=Mamba2026.05 | 11,090 | — | — | — | — | — | 3.6 | 12,582 | 664.3 | |
| ST-LLMCategory=LLM2026.05 | 13,520 | — | — | — | — | — | 5.51 | 24,850 | 67,462.5 | |
| UrbanGPTCategory=LLM2026.05 | 14,200 | — | — | — | — | — | 6 | 28,600 | 72,520.8 | |
| STGCNCategory=GNN2026.05 | 15,570 | — | — | — | — | — | 2.66 | 6,308 | 438.1 | |
| DCRNNCategory=GNN2026.05 | 15,847 | — | — | — | — | — | 2.75 | 1,108 | 23.7 | |
| AGCRNCategory=GNN2026.05 | — | 60.99 | 103.49 | 225.29 | 384.37 | — | — | — | — | |
| ASTGCNCategory=Attention2026.05 | — | 50.52 | 83.76 | 197.97 | 334.1 | — | — | — | — | |
| DCRNNCategory=GNN2026.05 | — | 47.24 | 78.39 | 181.93 | 312.35 | — | — | — | — | |
| DSTAGNNCategory=Attention2026.05 | — | 126.09 | 180.56 | 163.58 | 1,999.85 | — | — | — | — | |
| EnergyMambaCategory=Ours2026.05 | — | 36.57 | 61.06 | 122.51 | 231.86 | — | — | — | — | |
| G-MambaCategory=Mamba2026.05 | — | 43.13 | 71.22 | 152.66 | 295.48 | — | — | — | — | |
| GluonTSCategory=Transformer2026.05 | — | 152.45 | 241.9 | 184.42 | 1,396.62 | — | — | — | — | |
| PatchTSTCategory=Transformer2026.05 | — | 386.23 | 532.86 | 189.64 | 6,789.47 | — | — | — | — | |
| PowerPMCategory=Transformer2026.05 | — | 50.91 | 83.98 | 197.68 | 314.82 | — | — | — | — | |
| ST-LLMCategory=LLM2026.05 | — | 38.49 | 64.27 | 134.28 | 246.66 | — | — | — | — | |
| STGCNCategory=GNN2026.05 | — | 48.56 | 80.49 | 130.17 | 351.78 | — | — | — | — | |
| STZINBCategory=GNN2026.05 | — | 79.92 | 134.67 | 340 | 460.18 | — | — | — | — | |
| TrustEnergyCategory=GNN2026.05 | — | 59.13 | 93.48 | 235.4 | 369.17 | — | — | — | — | |
| U-MambaCategory=Mamba2026.05 | — | 42.55 | 73.76 | 134.05 | 312.58 | — | — | — | — | |
| UQGNNCategory=GNN2026.05 | — | 47.37 | 78.09 | 204.44 | 281.15 | — | — | — | — | |
| UrbanGPTCategory=LLM2026.05 | — | 44.56 | 72.98 | 164.6 | 293.87 | — | — | — | — |