| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| COVID-19 | ARIMA | Computational Cost (20 Regions)0.18 | 132 | 1mo ago | |
| Synthetic data | ARIMA | Cost (5 Systems, mins)0.04 | 39 | 1mo ago | |
| COVID-19 (79 regions) | DeepAR | RMSE50.99 | 29 | 1mo ago | |
| COVID-19 (test) | LSTM | RMSE (20 regions)16.41 | 24 | 1mo ago | |
| COVID-19 data Horizon=10 (test) | ARIMA | Cost (mins) for 20 regions0.2 | 22 | 1mo ago | |
| Synthetic Data Horizon=1, Input Length=50 | ARIMA | Computational Cost (5 systems, mins)0.04 | 13 | 1mo ago | |
| Synthetic Data Horizon=1, Input Length=20 | ARIMA | Computational Cost (5 systems, mins)0.04 | 13 | 1mo ago | |
| Synthetic Data Horizon=1, Input Length=10 | ARIMA | Computational Cost (5 Systems)0.04 | 13 | 1mo ago | |
| COVID-19 (20 large regions) | PatchTST | RMSE19.05 | 7 | 1mo ago | |
| COVID-19 320 sub-regions | TimeLLM | RMSE4.81 | 3 | 1mo ago |
