Time-series regression on AppliancesEnergy (test)
3.537RMSEGPT-4o-mini
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| GPT-4o-mini2025.05 | 3.537 | 44.864 | 11.4 | 468,032 | 0.0003 | 27.002 | |
| D-CNN2025.05 | 3.541 | 8.088 | 9.86 | 47,520 | 0.0002 | 16.722 | |
| MONAQ2025.05 | 3.607 | 8.112 | 8.088 | 544 | 0.0001 | 0.07 | |
| MLP2025.05 | 3.61 | 114.376 | 8.136 | 111,240 | 0 | 5.521 | |
| Random Search2025.05 | 3.624 | 36.168 | 16.092 | 48,206 | 0.0004 | 16.729 | |
| Grid Search2025.05 | 3.682 | 20.88 | 12.968 | 78,357 | 0.0002 | 15.459 | |
| DS-CNN2025.05 | 3.72 | 11.936 | 13.112 | 244,512 | 0.0003 | 27.735 | |
| TinyTNAS2025.05 | 3.756 | 13.056 | 11.216 | 32,234 | 0.0002 | 11.063 | |
| GPT-4o2025.05 | 4.026 | 226.064 | 8.076 | 223,264 | 0 | 8.383 | |
| CNN2025.05 | 4.104 | 14.824 | 11.268 | 1,170,720 | 0.0005 | 45.537 | |
| TENetconfig=62025.05 | 6.573 | 166.736 | 110.528 | 2,647,328 | 0.0043 | 361.481 | |
| LSTM2025.05 | 9.345 | 10.192 | 8.892 | 8 | 0 | 0.011 | |
| TCN2025.05 | 9.606 | 27.536 | 12.336 | 414,728 | 0.0011 | 61.912 | |
| ConvLSTM2025.05 | 10.532 | 12.648 | 11.872 | 327,304 | 0.0003 | 20.712 |