Time Series Forecasting on ETTh2 few-shot 10% (train)
0.419MSECALF
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CALFtraining_data=10%, lookback_length=96, prediction_horizons=H ∈ {96, 192, 336, 720}2026.04 | 0.419 | 0.427 | |
| TimeSAFtraining_data=10%, lookback_length=96, prediction_horizons=H ∈ {96, 192, 336, 720}2026.04 | 0.422 | 0.423 | |
| DLineartraining_data=10%, lookback_length=96, prediction_horizons=H ∈ {96, 192, 336, 720}2026.04 | 0.441 | 0.458 | |
| TimeCMAtraining_data=10%, lookback_length=96, prediction_horizons=H ∈ {96, 192, 336, 720}2026.04 | 0.451 | 0.448 | |
| TimesNettraining_data=10%, lookback_length=96, prediction_horizons=H ∈ {96, 192, 336, 720}2026.04 | 0.476 | 0.463 | |
| PatchTSTtraining_data=10%, lookback_length=96, prediction_horizons=H ∈ {96, 192, 336, 720}2026.04 | 0.55 | 0.487 | |
| FEDformertraining_data=10%, lookback_length=96, prediction_horizons=H ∈ {96, 192, 336, 720}2026.04 | 0.553 | 0.525 | |
| GPT4TStraining_data=10%, lookback_length=96, prediction_horizons=H ∈ {96, 192, 336, 720}2026.04 | 0.579 | 0.497 | |
| Time-LLMtraining_data=10%, lookback_length=96, prediction_horizons=H ∈ {96, 192, 336, 720}2026.04 | 0.589 | 0.498 | |
| MICNtraining_data=10%, lookback_length=96, prediction_horizons=H ∈ {96, 192, 336, 720}2026.04 | 2.533 | 1.158 | |
| Crossformertraining_data=10%, lookback_length=96, prediction_horizons=H ∈ {96, 192, 336, 720}2026.04 | 3.139 | 1.378 |