Time Series Forecasting on ETTm2 few-shot 10% (train)
0.294MSETimeSAF
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| TimeSAFtraining_data=10%, lookback_length=96, prediction_horizons=H ∈ {96, 192, 336, 720}2026.04 | 0.294 | 0.33 | |
| PatchTSTtraining_data=10%, lookback_length=96, prediction_horizons=H ∈ {96, 192, 336, 720}2026.04 | 0.295 | 0.334 | |
| CALFtraining_data=10%, lookback_length=96, prediction_horizons=H ∈ {96, 192, 336, 720}2026.04 | 0.302 | 0.33 | |
| GPT4TStraining_data=10%, lookback_length=96, prediction_horizons=H ∈ {96, 192, 336, 720}2026.04 | 0.303 | 0.336 | |
| Time-LLMtraining_data=10%, lookback_length=96, prediction_horizons=H ∈ {96, 192, 336, 720}2026.04 | 0.308 | 0.343 | |
| TimeCMAtraining_data=10%, lookback_length=96, prediction_horizons=H ∈ {96, 192, 336, 720}2026.04 | 0.309 | 0.344 | |
| TimesNettraining_data=10%, lookback_length=96, prediction_horizons=H ∈ {96, 192, 336, 720}2026.04 | 0.321 | 0.354 | |
| DLineartraining_data=10%, lookback_length=96, prediction_horizons=H ∈ {96, 192, 336, 720}2026.04 | 0.329 | 0.382 | |
| FEDformertraining_data=10%, lookback_length=96, prediction_horizons=H ∈ {96, 192, 336, 720}2026.04 | 0.356 | 0.392 | |
| MICNtraining_data=10%, lookback_length=96, prediction_horizons=H ∈ {96, 192, 336, 720}2026.04 | 1.073 | 0.716 | |
| Crossformertraining_data=10%, lookback_length=96, prediction_horizons=H ∈ {96, 192, 336, 720}2026.04 | 1.985 | 1.048 |