Multivariate Time Series Forecasting on ETTh1 standard (test)
0.367MSEGTR
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| GTRPrediction Horizon=96, Look-back length=962026.02 | 0.367 | 0.391 | |
| NPMixerLook-back window size=Tuned from {96, 192, 336, 512}, Prediction horizons=Averaged over {96, 192, 336, 720}2026.05 | 0.409 | 0.426 | |
| TimeMixerLook-back window size=Tuned from {96, 192, 336, 512}, Prediction horizons=Averaged over {96, 192, 336, 720}2026.05 | 0.411 | 0.423 | |
| TSMixerLook-back window size=Tuned from {96, 192, 336, 512}, Prediction horizons=Averaged over {96, 192, 336, 720}2026.05 | 0.412 | 0.428 | |
| PatchTSTLook-back window size=Tuned from {96, 192, 336, 512}, Prediction horizons=Averaged over {96, 192, 336, 720}2026.05 | 0.413 | 0.434 | |
| GTRPrediction Horizon=192, Look-back length=962026.02 | 0.42 | 0.421 | |
| TimeCMAInput Sequence Length=96, Prediction Length=Avg2024.06 | 0.423 | 0.431 | |
| RAFTPrediction Horizon=Avg, Look-back length=962026.02 | 0.428 | 0.433 | |
| TimeXerPrediction Horizon=Avg, Look-back length=962026.02 | 0.437 | 0.437 | |
| GTRPrediction Horizon=Avg, Look-back length=962026.02 | 0.439 | 0.434 | |
| TQNetPrediction Horizon=Avg, Look-back length=962026.02 | 0.441 | 0.434 | |
| TimeMixerPrediction Horizon=Avg, Look-back length=962026.02 | 0.447 | 0.44 | |
| Time-LLMInput Sequence Length=96, Prediction Length=Avg2024.06 | 0.448 | 0.443 | |
| SOFTSPrediction Horizon=Avg, Look-back length=962026.02 | 0.449 | 0.443 | |
| iTransformerPrediction Horizon=Avg, Look-back length=962026.02 | 0.454 | 0.448 | |
| S-MambaPrediction Horizon=Avg, Look-back length=962026.02 | 0.455 | 0.45 | |
| DLinearPrediction Horizon=Avg, Look-back length=962026.02 | 0.456 | 0.452 | |
| CycleNetPrediction Horizon=Avg, Look-back length=962026.02 | 0.457 | 0.441 | |
| TimesNetLook-back window size=Tuned from {96, 192, 336, 512}, Prediction horizons=Averaged over {96, 192, 336, 720}2026.05 | 0.458 | 0.45 | |
| PatchTSTPrediction Horizon=Avg, Look-back length=962026.02 | 0.469 | 0.455 | |
| GTRPrediction Horizon=336, Look-back length=962026.02 | 0.476 | 0.447 | |
| GTRPrediction Horizon=720, Look-back length=962026.02 | 0.493 | 0.476 | |
| CrossformerLook-back window size=Tuned from {96, 192, 336, 512}, Prediction horizons=Averaged over {96, 192, 336, 720}2026.05 | 0.6 | 0.557 |