Time series forecasting on TimeMMD Agriculture
0.053MSECFA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CFAH=6, Backbone=Transformer2026.03 | 0.053 | — | |
| CFAH=6, Backbone=Others2026.03 | 0.056 | — | |
| CFAH=6, Backbone=Linear/MLP2026.03 | 0.06 | — | |
| SpecTFH=62026.03 | 0.064 | — | |
| CFAH=8, Backbone=Transformer2026.03 | 0.069 | — | |
| TaTSH=62026.03 | 0.075 | — | |
| CFAH=8, Backbone=Others2026.03 | 0.076 | — | |
| FreTSH=62026.03 | 0.082 | — | |
| CFAH=8, Backbone=Linear/MLP2026.03 | 0.082 | — | |
| MM-TSFH=62026.03 | 0.084 | — | |
| SpecTFH=82026.03 | 0.084 | — | |
| TimeXerH=62026.03 | 0.088 | — | |
| CFAH=10, Backbone=Transformer2026.03 | 0.091 | — | |
| Time-LLMH=62026.03 | 0.092 | — | |
| TaTSH=82026.03 | 0.097 | — | |
| CFAH=10, Backbone=Others2026.03 | 0.1 | — | |
| FreTSH=82026.03 | 0.101 | — | |
| CFAH=10, Backbone=Linear/MLP2026.03 | 0.103 | — | |
| TimeXerH=82026.03 | 0.109 | — | |
| SpecTFH=102026.03 | 0.11 | — | |
| MM-TSFH=82026.03 | 0.112 | — | |
| CFAH=12, Backbone=Transformer2026.03 | 0.116 | — | |
| FreTSH=102026.03 | 0.125 | — | |
| TaTSH=102026.03 | 0.127 | — | |
| CFAH=12, Backbone=Others2026.03 | 0.128 | — | |
| MM-TSFH=102026.03 | 0.133 | — | |
| CFAH=12, Backbone=Linear/MLP2026.03 | 0.135 | — | |
| TimeXerH=102026.03 | 0.144 | — | |
| Time-LLMH=82026.03 | 0.151 | — | |
| SpecTFH=122026.03 | 0.152 | — | |
| MM-TSFH=122026.03 | 0.165 | — | |
| TaTSH=122026.03 | 0.167 | — | |
| FreTSH=122026.03 | 0.172 | — | |
| Time-LLMH=102026.03 | 0.176 | — | |
| TimeXerH=122026.03 | 0.187 | — | |
| ChatTimeH=62026.03 | 0.193 | — | |
| Time-LLMH=122026.03 | 0.21 | — | |
| ChatTimeH=82026.03 | 0.264 | — | |
| ChatTimeH=102026.03 | 0.345 | — | |
| ChatTimeH=122026.03 | 0.418 | — |