Long-term Time Series Forecasting on ETTm1 to ETTh2
0.306MSELTSM-Bundle
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| LTSM-Bundlezero-shot=true2024.06 | 0.306 | 0.391 | |
| LTSM-BundleZero-shot=true, Prediction Length=Avg2024.06 | 0.306 | 0.391 | |
| TIME-LLMEvaluation Protocol=Zero-shot2023.10 | 0.381 | 0.412 | |
| TIME-LLMzero-shot=true2024.06 | 0.381 | 0.412 | |
| TIME-LLMZero-shot=true, Prediction Length=Avg2024.06 | 0.381 | 0.412 | |
| GPT4TSEvaluation Protocol=Zero-shot2023.10 | 0.433 | 0.439 | |
| GPT4TSzero-shot=true2024.06 | 0.433 | 0.439 | |
| GPT4TSZero-shot=true, Prediction Length=Avg2024.06 | 0.433 | 0.439 | |
| PatchTSTEvaluation Protocol=Zero-shot2023.10 | 0.439 | 0.438 | |
| PatchTSTzero-shot=true2024.06 | 0.439 | 0.438 | |
| PatchTSTZero-shot=true, Prediction Length=Avg2024.06 | 0.439 | 0.438 | |
| TimesNetEvaluation Protocol=Zero-shot2023.10 | 0.457 | 0.454 | |
| TimesNetzero-shot=true2024.06 | 0.457 | 0.454 | |
| TimesNetZero-shot=true, Prediction Length=Avg2024.06 | 0.457 | 0.454 | |
| DLinearEvaluation Protocol=Zero-shot2023.10 | 0.464 | 0.475 | |
| DLinearzero-shot=true2024.06 | 0.464 | 0.475 | |
| DLinearZero-shot=true, Prediction Length=Avg2024.06 | 0.464 | 0.475 | |
| AutoformerZero-shot=true, Prediction Length=Avg2024.06 | 0.47 | 0.479 | |
| LLMTimeEvaluation Protocol=Zero-shot2023.10 | 0.992 | 0.708 | |
| LLMTimezero-shot=true2024.06 | 0.992 | 0.708 | |
| LLMTimeZero-shot=true, Prediction Length=Avg2024.06 | 0.992 | 0.708 |