Indoor Temperature Forecasting on Smart Home Energy Forecasting Dataset (leave-one-split-out)
1.04NRMSE (State)TimeXer-R
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| TimeXer-REvaluation Protocol=Zero-shot leave-one-split-out2026.06 | 1.04 | 0.263 | 1.102 | 0.291 | 1.021 | 0.271 | 1.098 | 0.296 | |
| TSMixer-REvaluation Protocol=Zero-shot leave-one-split-out2026.06 | 1.292 | 0.38 | 1.348 | 0.412 | 1.246 | 0.379 | 1.341 | 0.411 | |
| Transformer-REvaluation Protocol=Zero-shot leave-one-split-out2026.06 | 5.535 | 2.156 | 5.317 | 2.04 | 5.524 | 2.142 | 4.642 | 1.872 | |
| LSTM-REvaluation Protocol=Zero-shot leave-one-split-out2026.06 | 5.991 | 2.41 | 6.108 | 2.446 | 6.301 | 2.537 | 7.009 | 2.896 |