Time Series Forecasting on NASDAQ (MSE)
0.0007MSEPatchTST
Evaluation Results
| Method | Links | |
|---|---|---|
| PatchTSTModel Type=Traditional, Prediction Horizon=36-step2025.06 | 0.0007 | |
| DLinearModel Type=Traditional, Prediction Horizon=36-step2025.06 | 0.0007 | |
| TimeXerModel Type=Traditional, Prediction Horizon=36-step2025.06 | 0.0007 | |
| TimeMixerModel Type=Traditional, Prediction Horizon=36-step2025.06 | 0.0007 | |
| WPMixerModel Type=Traditional, Prediction Horizon=36-step2025.06 | 0.0007 | |
| TimesFMModel Type=Traditional, Prediction Horizon=36-step2025.06 | 0.0007 | |
| Time-R1Model Type=Ours, Prediction Horizon=36-step, Backbone=Qwen2.5-7B-Instruct2025.06 | 0.0007 | |
| AutoFormerModel Type=Traditional, Prediction Horizon=36-step2025.06 | 0.0008 | |
| iTransformerModel Type=Traditional, Prediction Horizon=36-step2025.06 | 0.0008 | |
| MomentModel Type=Traditional, Prediction Horizon=36-step2025.06 | 0.0008 | |
| GPT4TSModel Type=LLM-based, Prediction Horizon=36-step2025.06 | 0.001 | |
| TimeLLMModel Type=LLM-based, Prediction Horizon=36-step2025.06 | 0.0011 | |
| CrossTimeNetModel Type=LLM-based, Prediction Horizon=36-step2025.06 | 0.0012 | |
| DeepSeek-R1Model Type=LLM-based, Prediction Horizon=36-step, Zero-shot=true2025.06 | 0.0021 |