| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| NREL data (0-4 hours) | IST | MAE91.452 | 10 | 1mo ago | |
| Daytime solar irradiance 4-hour ahead (test) | Chronos+Transformer | PICP91.4 | 8 | 3mo ago | |
| Daytime solar irradiance 2-hour ahead (test) | Chronos+LSTM | PICP91 | 8 | 3mo ago | |
| Daytime solar irradiance 1-hour ahead (test) | PICP91.1 | 8 | 3mo ago | ||
| Daytime solar irradiance 15-minute ahead (test) | PICP92.3 | 8 | 3mo ago | ||
| Independent 2020–2024 (Stress-Test) | TLMN v3 | RMSE (Wh/m²)18.31 | 6 | 3mo ago |