GPP prediction on FLUXNET
1.39RMSERACI
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| RACI2026.03 | 1.39 | 87 | |
| DUET2026.03 | 1.49 | 85 | |
| LSTM2026.03 | 1.5 | 84 | |
| TSMixer2026.03 | 1.5 | 84 | |
| TCN2026.03 | 1.52 | 84 | |
| Pyraformer2026.03 | 1.52 | 84 | |
| TimeMixer2026.03 | 1.56 | 83 | |
| PatchTST2026.03 | 1.61 | 82 | |
| TimesNet2026.03 | 1.75 | 79 | |
| DLinear2026.03 | 1.82 | 77 | |
| iTransformer2026.03 | 1.87 | 75 | |
| P_sLSTM2026.03 | 1.94 | 74 | |
| TAM-RLmode=zero-shot upscaling2026.03 | 1.97 | 43 | |
| CT-LSTMmode=zero-shot upscaling2026.03 | 2.03 | 42 | |
| TAMLSTMmode=zero-shot upscaling2026.03 | 2.04 | 40 | |
| XGBoostmode=zero-shot upscaling2026.03 | 2.17 | 34 | |
| FLUXCOM-X-BASEmode=zero-shot upscaling2026.03 | 2.18 | 36 | |
| Transformer2026.03 | 2.25 | 65 | |
| EA-LSTM2026.03 | 2.26 | 64 |