Time Series Forecasting on ETTm1 zero-shot transfer from ETTh1
0.749MSETimeSAF
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TimeSAFZero-shot=true, Lookback length T=96, Prediction horizons H={96, 192, 336, 720}2026.04 | 0.749 | 0.563 | |
| CALFzero-shot=true, avg_prediction_lengths=96, 192, 336, 7202024.03 | 0.755 | 0.574 | |
| CALFZero-shot=true, Lookback length T=96, Prediction horizons H={96, 192, 336, 720}2026.04 | 0.755 | 0.574 | |
| DLinearzero-shot=true, avg_prediction_lengths=96, 192, 336, 7202024.03 | 0.76 | 0.577 | |
| MICNZero-shot=true, Lookback length T=96, Prediction horizons H={96, 192, 336, 720}2026.04 | 0.76 | 0.577 | |
| FEDformerzero-shot=true, avg_prediction_lengths=96, 192, 336, 7202024.03 | 0.765 | 0.588 | |
| FEDformerZero-shot=true, Lookback length T=96, Prediction horizons H={96, 192, 336, 720}2026.04 | 0.765 | 0.588 | |
| TiDEzero-shot=true, avg_prediction_lengths=96, 192, 336, 7202024.03 | 0.774 | 0.574 | |
| TimesNetzero-shot=true, avg_prediction_lengths=96, 192, 336, 7202024.03 | 0.794 | 0.575 | |
| TimesNetZero-shot=true, Lookback length T=96, Prediction horizons H={96, 192, 336, 720}2026.04 | 0.794 | 0.575 | |
| GPT4TSzero-shot=true, avg_prediction_lengths=96, 192, 336, 7202024.03 | 0.798 | 0.574 | |
| GPT4TSZero-shot=true, Lookback length T=96, Prediction horizons H={96, 192, 336, 720}2026.04 | 0.798 | 0.574 | |
| TimeCMAZero-shot=true, Lookback length T=96, Prediction horizons H={96, 192, 336, 720}2026.04 | 0.82 | 0.59 | |
| TimeLLMzero-shot=true, avg_prediction_lengths=96, 192, 336, 7202024.03 | 0.847 | 0.565 | |
| Time-LLMZero-shot=true, Lookback length T=96, Prediction horizons H={96, 192, 336, 720}2026.04 | 0.847 | 0.6 | |
| PatchTSTzero-shot=true, avg_prediction_lengths=96, 192, 336, 7202024.03 | 0.894 | 0.61 | |
| PatchTSTZero-shot=true, Lookback length T=96, Prediction horizons H={96, 192, 336, 720}2026.04 | 0.894 | 0.61 | |
| Crossformerzero-shot=true, avg_prediction_lengths=96, 192, 336, 7202024.03 | 0.999 | 0.736 | |
| CrossformerZero-shot=true, Lookback length T=96, Prediction horizons H={96, 192, 336, 720}2026.04 | 0.999 | 0.736 | |
| MICNzero-shot=true, avg_prediction_lengths=96, 192, 336, 7202024.03 | 1.439 | 0.78 | |
| DLinearZero-shot=true, Lookback length T=96, Prediction horizons H={96, 192, 336, 720}2026.04 | 1.439 | 0.87 |