Time Series Forecasting on ETTh1 few-shot 10% (train)
0.622MSETimeSAF
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| TimeSAFtraining_data=10%, lookback_length=96, prediction_horizons=H ∈ {96, 192, 336, 720}2026.04 | 0.622 | 0.527 | |
| CALFtraining_data=10%, lookback_length=96, prediction_horizons=H ∈ {96, 192, 336, 720}2026.04 | 0.644 | 0.541 | |
| DLineartraining_data=10%, lookback_length=96, prediction_horizons=H ∈ {96, 192, 336, 720}2026.04 | 0.647 | 0.552 | |
| PatchTSTtraining_data=10%, lookback_length=96, prediction_horizons=H ∈ {96, 192, 336, 720}2026.04 | 0.683 | 0.645 | |
| GPT4TStraining_data=10%, lookback_length=96, prediction_horizons=H ∈ {96, 192, 336, 720}2026.04 | 0.689 | 0.555 | |
| TimeCMAtraining_data=10%, lookback_length=96, prediction_horizons=H ∈ {96, 192, 336, 720}2026.04 | 0.721 | 0.575 | |
| FEDformertraining_data=10%, lookback_length=96, prediction_horizons=H ∈ {96, 192, 336, 720}2026.04 | 0.75 | 0.607 | |
| Time-LLMtraining_data=10%, lookback_length=96, prediction_horizons=H ∈ {96, 192, 336, 720}2026.04 | 0.765 | 0.584 | |
| TimesNettraining_data=10%, lookback_length=96, prediction_horizons=H ∈ {96, 192, 336, 720}2026.04 | 0.865 | 0.625 | |
| MICNtraining_data=10%, lookback_length=96, prediction_horizons=H ∈ {96, 192, 336, 720}2026.04 | 1.405 | 0.814 | |
| Crossformertraining_data=10%, lookback_length=96, prediction_horizons=H ∈ {96, 192, 336, 720}2026.04 | 1.744 | 0.914 |