| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| ETTh1 | Mean+SAITS | MSE0.0522 | 836 | 20h ago | |
| ETTh2 | MSE0.134 | 796 | 7d ago | ||
| ETTm2 | FAN | MSE0.105 | 536 | 7d ago | |
| Weather | DAG | MSE0.001 | 497 | 14d ago | |
| ETTh1 (test) | D³VAE | MSE0.292 | 398 | 20h ago | |
| ETTm1 | FiLM | MSE0.029 | 363 | 1d ago | |
| ETTm1 (test) | PatchTST + LIFT | MSE0.19 | 315 | 20h ago | |
| ETTm2 | DAG | MSE0.114 | 300 | 12d ago | |
| ECL | Proximal Score-based VI | MSE0.1228 | 294 | 2d ago | |
| traffic (test) | Co-TSFA | MSE0.0592 | 272 | 20h ago | |
| ETTh2 (test) | SegRNN | MSE0.24 | 250 | 20h ago | |
| Weather (test) | MSE0.026 | 248 | 20h ago | ||
| Electricity | RIDDE | MSE0.105 | 237 | 7d ago | |
| PEMS08 | ms-Mamba | MSE0.073 | 229 | 27d ago | |
| Exchange | MSE0.022 | 227 | 19d ago | ||
| Traffic | D³VAE | MSE0.081 | 211 | 9d ago | |
| ETTm2 (test) | Cross-RAG | MSE0.143 | 186 | 20h ago | |
| PEMS03 | S-Mamba | MSE0.065 | 176 | 2mo ago | |
| PEMS04 | ms-Mamba | MSE0.072 | 169 | 27d ago | |
| PEMS07 | ms-Mamba | MSE0.06 | 168 | 2mo ago | |
| Electricity | Mean | MSE0.046 | 161 | 3mo ago | |
| ILI | LSTPrompt | MAE0.42 | 141 | 12d ago | |
| electricity (test) | TS-RAG | MSE0.112 | 130 | 20h ago | |
| ECL (test) | CaDRe | MSE0.114 | 113 | 2d ago | |
| Solar | MSE0.184 | 106 | 12d ago |
