Global methane flux prediction on FLUXNET-E
0.88nRMSECHAM-net
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CHAM-nettraining_mode=from scratch2026.05 | 0.88 | 68 | |
| TSMixertraining_mode=from scratch2026.05 | 0.99 | 60 | |
| Pyraformertraining_mode=from scratch2026.05 | 1.05 | 56 | |
| P-sLSTMtraining_mode=from scratch2026.05 | 1.06 | 54 | |
| LSTMtraining_mode=from scratch2026.05 | 1.08 | 53 | |
| Transformertraining_mode=from scratch2026.05 | 1.09 | 52 | |
| DUETtraining_mode=from scratch2026.05 | 1.18 | 44 | |
| PatchTSTtraining_mode=from scratch2026.05 | 1.26 | 36 | |
| iTransformertraining_mode=from scratch2026.05 | 1.29 | 33 | |
| TimeMixertraining_mode=from scratch2026.05 | 1.56 | 2 |