Time-series regression on FloodModeling (test)
0.007RMSEGrid Search
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Grid Search2025.05 | 0.007 | 16.584 | 9.5 | 41,554 | 0.0002 | 14.081 | |
| TinyTNAS2025.05 | 0.008 | 17.728 | 11.34 | 113,919 | 0.0002 | 20.308 | |
| DS-CNN2025.05 | 0.014 | 10.632 | 20.788 | 213,062 | 0.0005 | 37.563 | |
| TENetconfig=62025.05 | 0.018 | 169.704 | 172.864 | 4,906,112 | 0.0082 | 657.498 | |
| CNN2025.05 | 0.019 | 9.912 | 15.876 | 792,144 | 0.0004 | 57.769 | |
| Random Search2025.05 | 0.019 | 91.84 | 19.496 | 117,224 | 0.0004 | 23.218 | |
| MONAQ2025.05 | 0.019 | 14.672 | 19.736 | 25,776 | 0 | 17.243 | |
| D-CNN2025.05 | 0.02 | 5.008 | 3.716 | 3,657 | 0 | 4.326 | |
| ConvLSTM2025.05 | 0.02 | 10.44 | 19.68 | 25,480 | 0.0001 | 18.619 | |
| LSTM2025.05 | 0.023 | 8.72 | 9.532 | 8 | 0 | 0.011 | |
| GPT-4o-mini2025.05 | 0.032 | 41.464 | 19.336 | 263,648 | 0.0002 | 31.807 | |
| GPT-4o2025.05 | 0.047 | 20.72 | 10.092 | 29,576 | 0.0001 | 16.405 | |
| MLP2025.05 | 0.117 | 12.296 | 1.992 | 9,160 | 0 | 0.53 | |
| TCN2025.05 | 1.494 | 26.8 | 16.044 | 570,312 | 0.0012 | 111.068 |