| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| Held-out systems | Panda | MAE0.35 | 18 | 2mo ago | |
| BMS Air (test) | DLinear | MSE0.668 | 15 | 14d ago | |
| PhysioNet (test) | CircuITS | MSE0.292 | 9 | 9d ago | |
| Shallow-Water (SW) | SSP | L2 Error0.0007 | 8 | 22d ago | |
| Navier-Stokes (NS) | SSP | L2 Error0.055 | 8 | 16d ago | |
| Reaction-Diffusion (RD) | SSP | L2 Error0.0075 | 7 | 22d ago | |
| Wave | PDYffusion | CRPS1.82 | 6 | 1mo ago | |
| dysts | Parrot | Attractor KL Divergence0.412 | 4 | 2mo ago | |
| Traffic H=720 (test) | PatchFormer | MSE0.615 | 4 | 3mo ago | |
| Electricity H=720 (test) | PatchFormer | MSE0.208 | 4 | 3mo ago | |
| Weather H=720 (test) | PatchFormer | MSE0.304 | 4 | 3mo ago | |
| ETTh1 H=720 (test) | PatchFormer | MSE0.523 | 4 | 3mo ago | |
| UCI Air (test) | PatchTST | MSE1.302 | 3 | 14d ago | |
| L96 (test) | MSR-HINE | Delta RMSE (%)27 | 3 | 3mo ago | |
| KS (test) | ∆RMSE (%)0 | 3 | 3mo ago | ||
| Cryptos (test) | LLapDiff | CRPS0.456 | 1 | 14d ago | |
| US Equity (test) | LLapDiff | CRPS0.572 | 1 | 14d ago | |
| NOAA UK (test) | LLapDiff | CRPS1.927 | 1 | 14d ago | |
| NOAA US (test) | LLapDiff | CRPS0.969 | 1 | 14d ago |
