Time-series regression on LiveFuelMoistureContent (test)
39.369RMSEMONAQ
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| MONAQ2025.05 | 39.369 | 12.688 | 15.424 | 61,120 | 0.0001 | 8.516 | |
| TinyTNAS2025.05 | 40.803 | 23.16 | 16.98 | 309,140 | 0.0003 | 40.198 | |
| ConvLSTM2025.05 | 41.723 | 10.872 | 25.952 | 244,072 | 0.0003 | 23.025 | |
| TENetconfig=62025.05 | 42.176 | 170.344 | 223.936 | 6,732,992 | 0.0123 | 968.62 | |
| D-CNN2025.05 | 42.301 | 6.176 | 7.428 | 35,119 | 0.0001 | 14.228 | |
| DS-CNN2025.05 | 42.527 | 11.104 | 27.188 | 377,685 | 0.0006 | 57.358 | |
| Grid Search2025.05 | 42.715 | 11.528 | 9.416 | 46,273 | 0.0002 | 15.924 | |
| MLP2025.05 | 43.157 | 85.544 | 6.344 | 82,408 | 0 | 5.103 | |
| Random Search2025.05 | 43.567 | 10.744 | 10.996 | 100,859 | 0.0002 | 22.647 | |
| GPT-4o-mini2025.05 | 45.47 | 190.352 | 13.96 | 579,248 | 0.0004 | 43.769 | |
| GPT-4o2025.05 | 47.836 | 168.4 | 6.284 | 165,600 | 0 | 7.191 | |
| CNN2025.05 | 49.777 | 11.456 | 20.612 | 1,577,336 | 0.0009 | 75.181 | |
| LSTM2025.05 | 53.006 | 8.96 | 11.836 | 8 | 0 | 0.011 | |
| TCN2025.05 | 231.972 | 26.672 | 20.012 | 852,648 | 0.0017 | 134.888 |