| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| ETTh1 | Mean+SAITS | MSE0.0522 | 601 | 2d ago | |
| ETTh2 | MSE0.134 | 438 | 2d ago | ||
| ETTm2 | FAN | MSE0.105 | 382 | 2d ago | |
| ETTm1 | FiLM | MSE0.029 | 334 | 4d ago | |
| ETTh1 (test) | D³VAE | MSE0.292 | 262 | 2d ago | |
| Weather | ForecastPFN | MSE0.009 | 223 | 4d ago | |
| ETTm1 (test) | PatchTST + LIFT | MSE0.19 | 196 | 2d ago | |
| traffic (test) | Co-TSFA | MSE0.0592 | 192 | 2d ago | |
| ECL | Proximal Score-based VI | MSE0.1228 | 183 | 4d ago | |
| Exchange | MSE0.022 | 176 | 4d ago | ||
| Electricity | Mean | MSE0.046 | 161 | 4d ago | |
| Traffic | D³VAE | MSE0.081 | 145 | 2d ago | |
| ETTh2 (test) | TIME-LLM | MSE0.279 | 140 | 2d ago | |
| Weather (test) | FITS | MSE0.145 | 110 | 2d ago | |
| PEMS08 | iTransformer | MSE0.079 | 103 | 4d ago | |
| ETTm2 (test) | FITS | MSE0.164 | 89 | 2d ago | |
| PEMS07 | CycleNet/MLP | MSE0.062 | 82 | 4d ago | |
| PEMS03 | CycleNet/MLP | MSE0.066 | 82 | 2d ago | |
| Electricity | iTransformer | MSE0.136 | 77 | 4d ago | |
| electricity (test) | PatchTST | MSE0.13 | 72 | 4d ago | |
| PEMS04 | HINTS TimeMixer | MSE0.088 | 71 | 4d ago | |
| ETTm1 | Chronos-2 | MAE0.359 | 66 | 4d ago | |
| ILI | LSTPrompt | MAE0.42 | 58 | 4d ago | |
| ETTh2 -> ETTh1 (test) | LTSM-Bundle | MSE0.229 | 55 | 4d ago | |
| ETTh2 | NatSRstable | MASE1.01 | 52 | 4d ago |
