| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| ETTh1 | QDF | MSE0.365 | 15 | 4mo ago | |
| Electricity price 15-4 horizon (test) | CaReTS2 | RMSE0.0408 | 14 | 1mo ago | |
| Unmet power 15-4 horizon (test) | TimeXer | RMSE0.0637 | 14 | 1mo ago | |
| SD | DPGN | MSE0.6714 | 14 | 5mo ago | |
| LA | NDE | MSE0.7594 | 14 | 5mo ago | |
| METR-LA 15min | StemGNN | MAE2.56 | 10 | 5mo ago | |
| METR-LA 1hour | StemGNN | MAE3.43 | 9 | 5mo ago | |
| COVID-19 28Day | StemGNN | MAE662.24 | 8 | 5mo ago | |
| Pine Island Glacier transient simulations months 61-240 ISSM (test) | Horizon-aware GNN | RMSE (Vx)39.57 | 6 | 1mo ago | |
| Wiki Length 12 (test) | FourierGNN | MAE0.041 | 6 | 4mo ago | |
| Wiki Length 9 (test) | FourierGNN | MAE0.041 | 6 | 4mo ago | |
| Wiki Length 6 (test) | FourierGNN | MAE0.041 | 6 | 4mo ago | |
| Wiki Length 3 (test) | FourierGNN | MAE0.04 | 6 | 4mo ago |
