Time Series Forecasting on chinaCarbon
0.4736MSETime-Prompt
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Time-PromptH=96, Random Seeds=2021, 2023, 20252025.06 | 0.4736 | 0.4751 | |
| Time-LLMH=96, Random Seeds=2021, 2023, 20252025.06 | 0.4815 | 0.4803 | |
| TimeCMAH=96, Random Seeds=2021, 2023, 20252025.06 | 0.5322 | 0.5083 | |
| PatchTSTH=96, Random Seeds=2021, 2023, 20252025.06 | 0.54 | 0.5101 | |
| Time-Prompt2025.06 | 0.571 | 0.532 | |
| PatchTST2025.06 | 0.604 | 0.546 | |
| Time-LLM2025.06 | 0.627 | 0.557 | |
| Autoformer2025.06 | 0.642 | 0.608 | |
| Time-Prompttraining_data=10%, learning_type=Few-shot2025.06 | 0.653 | 0.575 | |
| TimeCMA2025.06 | 0.659 | 0.586 | |
| Mamba2025.06 | 0.66 | 0.592 | |
| PatchTSTtraining_data=10%, learning_type=Few-shot2025.06 | 0.665 | 0.58 | |
| TimesNet2025.06 | 0.665 | 0.588 | |
| iTransformer2025.06 | 0.667 | 0.579 | |
| DLinear2025.06 | 0.689 | 0.642 | |
| TimeCMAtraining_data=10%, learning_type=Few-shot2025.06 | 0.69 | 0.596 | |
| Time-LLMtraining_data=10%, learning_type=Few-shot2025.06 | 0.714 | 0.606 | |
| DLineartraining_data=10%, learning_type=Few-shot2025.06 | 0.742 | 0.632 | |
| Autoformertraining_data=10%, learning_type=Few-shot2025.06 | 0.766 | 0.652 | |
| Mambatraining_data=10%, learning_type=Few-shot2025.06 | 0.785 | 0.651 | |
| iTransformertraining_data=10%, learning_type=Few-shot2025.06 | 0.792 | 0.645 | |
| TimesNettraining_data=10%, learning_type=Few-shot2025.06 | 0.821 | 0.655 | |
| Crossformertraining_data=10%, learning_type=Few-shot2025.06 | 1.043 | 0.833 | |
| Crossformer2025.06 | 1.177 | 0.834 |