| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| ETTh1 | SCINet | MSE0.029 | 73 | 4d ago | |
| ETTm1 | SCINet | MSE0.019 | 65 | 4d ago | |
| ETTm2 (test) | D-PAD | MSE0.059 | 64 | 4d ago | |
| ETTm2 | Pathformer | MSE0.062 | 58 | 4d ago | |
| ETTh1 (test) | Query Selector | MSE0.0436 | 39 | 4d ago | |
| weather | FiLM | MSE0.0013 | 38 | 4d ago | |
| traffic | Minusformer | MSE0.132 | 38 | 4d ago | |
| Exchange (test) | Non-stationary Transformer | MSE0.104 | 38 | 4d ago | |
| ETTh2 v1 (test) | TS2Vec-Baseline | MSE0.09 | 32 | 4d ago | |
| ETTm1 v1 (test) | TS2Vec-Baseline | MSE0.015 | 32 | 4d ago | |
| ETTh2 | PatchTST | MSE0.127 | 30 | 4d ago | |
| illness | BasisFormer | MSE0.563 | 24 | 4d ago | |
| Cluster-C | Pathformer | MSE0.08 | 16 | 4d ago | |
| Cluster B | Pathformer | MSE0.1 | 16 | 4d ago | |
| Cluster-A | Pathformer | MSE0.137 | 16 | 4d ago | |
| ETTm1 (test) | Query Selector | MSE0.0139 | 15 | 4d ago | |
| Electricity | Periodformer | MSE0.298 | 14 | 4d ago | |
| M4 | Koopa | SMAPE11.863 | 10 | 4d ago | |
| ILI (test) | GTT | MSE0.582 | 8 | 4d ago | |
| Saugeenday | N-Beats-96 | MSE0.363 | 5 | 4d ago | |
| Sunspot | N-Hits-96 | MSE0.982 | 5 | 4d ago | |
| Us_births | Minusformer-96 | MSE0.364 | 5 | 4d ago | |
| M4 Hourly | Minusformer-96 | MSE0.223 | 5 | 4d ago | |
| Weather (test) | GTT | MSE0.002 | 2 | 4d ago | |
| Traffic (test) | GTT | MSE0.126 | 2 | 4d ago |
