One-step-ahead forecasting on Lishui HFMD dataset 33 weeks
3.972MAETimesFM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| TimesFMMode=pretrained2025.11 | 3.972 | 5.93 | 2.576 | 94.1 | |
| NSF-LLMBackbone=Qwen3-235B2025.11 | 4.124 | 5.688 | 2.319 | 100 | |
| XGBoost2025.11 | 4.353 | 6.472 | 3.49 | 26 | |
| ChronosMode=pretrained2025.11 | 4.403 | 6.63 | 2.105 | 41.2 | |
| NSF-LLMBackbone=GPT-5.12025.11 | 4.421 | 7.058 | 2.525 | 84.8 | |
| LSTM2025.11 | 4.463 | 6.862 | 2.621 | 93.3 | |
| Prophet2025.11 | 4.676 | 6.93 | 3.501 | 32.4 | |
| MoiraiMode=pretrained2025.11 | 4.844 | 6.3 | 1.785 | 79.4 | |
| ARIMA2025.11 | 4.853 | 7.374 | 3.935 | 26.5 | |
| NSF-LLMBackbone=DeepSeek-Reasoner2025.11 | 5.629 | 9.732 | 2.955 | 93.9 |