| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| ETTh1 | Mean+SAITS | MSE0.0522 | 729 | 29d ago | |
| ETTh2 | MSE0.134 | 561 | 4d ago | ||
| ETTm2 | FAN | MSE0.105 | 382 | 1mo ago | |
| ETTh1 (test) | D³VAE | MSE0.292 | 348 | 9d ago | |
| ETTm1 | FiLM | MSE0.029 | 334 | 1mo ago | |
| Weather | ForecastPFN | MSE0.009 | 295 | 4d ago | |
| ETTm1 (test) | PatchTST + LIFT | MSE0.19 | 278 | 9d ago | |
| traffic (test) | Co-TSFA | MSE0.0592 | 251 | 23d ago | |
| ETTh2 (test) | Cross-RAG | MSE0.243 | 232 | 9d ago | |
| PEMS08 | ms-Mamba | MSE0.073 | 212 | 25d ago | |
| ECL | Proximal Score-based VI | MSE0.1228 | 211 | 4d ago | |
| Weather (test) | MSE0.026 | 200 | 9d ago | ||
| Exchange | MSE0.022 | 199 | 9d ago | ||
| PEMS03 | S-Mamba | MSE0.065 | 176 | 25d ago | |
| ETTm2 (test) | Cross-RAG | MSE0.143 | 171 | 9d ago | |
| PEMS07 | ms-Mamba | MSE0.06 | 168 | 25d ago | |
| Electricity | Mean | MSE0.046 | 161 | 1mo ago | |
| PEMS04 | ms-Mamba | MSE0.072 | 157 | 25d ago | |
| Traffic | D³VAE | MSE0.081 | 157 | 15d ago | |
| Electricity | iTransformer | MSE0.136 | 114 | 9d ago | |
| electricity (test) | TS-RAG | MSE0.112 | 109 | 23d ago | |
| ILI | LSTPrompt | MAE0.42 | 103 | 4d ago | |
| ECL (test) | TSLANet | MSE0.129 | 93 | 1mo ago | |
| ETTm1 | Chronos-2 | MAE0.359 | 87 | 1mo ago | |
| NP | LightGTS-Cov | MSE0.167 | 84 | 1mo ago |
