| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| ETTh1 | MSE0.039 | 869 | 1mo ago | ||
| ETTh2 | MSE0.134 | 796 | 2mo ago | ||
| ETTm2 | FAN | MSE0.105 | 552 | 1mo ago | |
| Weather | DAG | MSE0.001 | 497 | 2mo ago | |
| ETTh1 (test) | D³VAE | MSE0.292 | 482 | 22d ago | |
| ETTm1 (test) | PatchTST + LIFT | MSE0.19 | 427 | 1mo ago | |
| ETTm1 | FiLM | MSE0.029 | 363 | 1mo ago | |
| Weather (test) | MSE0.026 | 355 | 1mo ago | ||
| ECL | VFEM | MAE0.22 | 345 | 22d ago | |
| traffic (test) | Co-TSFA | MSE0.0592 | 334 | 1mo ago | |
| ETTh2 (test) | SegRNN | MSE0.24 | 314 | 22d ago | |
| ETTm2 | DAG | MSE0.114 | 300 | 2mo ago | |
| ETTm2 (test) | Cross-RAG | MSE0.143 | 298 | 1mo ago | |
| Electricity | RIDDE | MSE0.105 | 285 | 1mo ago | |
| electricity (test) | TS-RAG | MSE0.112 | 237 | 1mo ago | |
| PEMS08 | ms-Mamba | MSE0.073 | 232 | 1mo ago | |
| M1 Competition 1001 (All data) | Median APE4.2 | 230 | 26d ago | ||
| Exchange | MSE0.022 | 227 | 1mo ago | ||
| Traffic | D³VAE | MSE0.081 | 211 | 2mo ago | |
| PEMS03 | S-Mamba | MSE0.065 | 176 | 4mo ago | |
| PEMS04 | ms-Mamba | MSE0.072 | 172 | 1mo ago | |
| PEMS07 | ms-Mamba | MSE0.06 | 168 | 4mo ago | |
| Electricity | Mean | MSE0.046 | 161 | 1mo ago | |
| ETTh1 | TTMs-SFF | MSE0.367 | 145 | 1mo ago | |
| ILI | LSTPrompt | MAE0.42 | 141 | 2mo ago |
