Time Series Forecasting on Exchange (MAE)
0.001MAEFP32
Evaluation results
| Method | Links | |
|---|---|---|
| FP32Variable=5, Precision=FP322026.06 | 0.001 | |
| TQS-PTQVariable=5, Compression Rate (C)=16, Quantization Grid=W22026.06 | 0.001 | |
| RTNVariable=5, Quantization Grid=W22026.06 | 0.002 | |
| GPTAQVariable=5, Quantization Grid=W22026.06 | 0.002 | |
| QEPVariable=5, Quantization Grid=W22026.06 | 0.002 | |
| GPTQVariable=5, Quantization Grid=W22026.06 | 0.003 | |
| FP32Variable=4, Precision=FP322026.06 | 0.007 | |
| RTNVariable=4, Quantization Grid=W22026.06 | 0.011 | |
| Time-R1Method Category=Ours2025.06 | 0.0161 | |
| TimesFMMethod Category=Traditional2025.06 | 0.0175 | |
| TimeMixerMethod Category=Traditional2025.06 | 0.0182 | |
| WPMixerMethod Category=Traditional2025.06 | 0.0188 | |
| MomentMethod Category=Traditional2025.06 | 0.0188 | |
| TimeXerMethod Category=Traditional2025.06 | 0.0195 | |
| PatchTSTMethod Category=Traditional2025.06 | 0.02 | |
| TimeLLMMethod Category=LLM-based2025.06 | 0.0201 | |
| GPT4TSMethod Category=LLM-based2025.06 | 0.0202 | |
| iTransformerMethod Category=Traditional2025.06 | 0.0204 | |
| DeepSeek-R1Method Category=LLM-based, Zero-shot=true, Reasoning Template=true2025.06 | 0.0209 | |
| QEPVariable=4, Quantization Grid=W22026.06 | 0.021 | |
| CrossTimeNetMethod Category=LLM-based2025.06 | 0.0217 | |
| AutoFormerMethod Category=Traditional2025.06 | 0.023 | |
| DLinearMethod Category=Traditional2025.06 | 0.0256 | |
| FP32Variable=6, Precision=FP322026.06 | 0.027 | |
| TQS-PTQVariable=4, Compression Rate (C)=16, Quantization Grid=W22026.06 | 0.029 | |
| TQS-PTQVariable=3, Compression Rate (C)=16, Quantization Grid=W22026.06 | 0.036 | |
| FP32Variable=OT, Precision=FP322026.06 | 0.039 | |
| TQS-PTQVariable=OT, Compression Rate (C)=16, Quantization Grid=W22026.06 | 0.041 | |
| RTNVariable=6, Quantization Grid=W22026.06 | 0.045 | |
| TQS-PTQVariable=6, Compression Rate (C)=16, Quantization Grid=W22026.06 | 0.051 | |
| FP32Variable=2, Precision=FP322026.06 | 0.053 | |
| FP32Variable=0, Precision=FP322026.06 | 0.063 | |
| FP32Variable=3, Precision=FP322026.06 | 0.065 | |
| TQS-PTQVariable=0, Compression Rate (C)=16, Quantization Grid=W22026.06 | 0.072 | |
| TQS-PTQVariable=2, Compression Rate (C)=16, Quantization Grid=W22026.06 | 0.073 | |
| GPTQVariable=4, Quantization Grid=W22026.06 | 0.081 | |
| FP32Variable=1, Precision=FP322026.06 | 0.096 | |
| RTNVariable=0, Quantization Grid=W22026.06 | 0.1 | |
| GPTAQVariable=2, Quantization Grid=W22026.06 | 0.1 | |
| GPTAQVariable=4, Quantization Grid=W22026.06 | 0.112 | |
| GPTAQVariable=6, Quantization Grid=W22026.06 | 0.12 | |
| GPTQVariable=0, Quantization Grid=W22026.06 | 0.142 | |
| QEPVariable=2, Quantization Grid=W22026.06 | 0.142 | |
| RTNVariable=OT, Quantization Grid=W22026.06 | 0.144 | |
| RTNVariable=2, Quantization Grid=W22026.06 | 0.145 | |
| QEPVariable=0, Quantization Grid=W22026.06 | 0.146 | |
| QEPVariable=3, Quantization Grid=W22026.06 | 0.174 | |
| SpecReTFHorizon=962026.06 | 0.202 | |
| PatchTSTHorizon=962026.06 | 0.202 | |
| GPTAQVariable=1, Quantization Grid=W22026.06 | 0.208 | |
| RAFTHorizon=962026.06 | 0.208 | |
| GPTAQVariable=OT, Quantization Grid=W22026.06 | 0.209 | |
| TQS-PTQVariable=1, Compression Rate (C)=16, Quantization Grid=W22026.06 | 0.21 | |
| GPTQVariable=1, Quantization Grid=W22026.06 | 0.214 | |
| GPTAQVariable=0, Quantization Grid=W22026.06 | 0.22 | |
| TimesNetHorizon=962026.06 | 0.233 | |
| StationaryHorizon=962026.06 | 0.236 | |
| QEPVariable=OT, Quantization Grid=W22026.06 | 0.261 | |
| DLinearHorizon=962026.06 | 0.261 | |
| GPTQVariable=2, Quantization Grid=W22026.06 | 0.271 | |
| RTNVariable=3, Quantization Grid=W22026.06 | 0.272 | |
| MICNHorizon=962026.06 | 0.282 | |
| PatchTSTHorizon=1922026.06 | 0.301 | |
| SpecReTFHorizon=1922026.06 | 0.307 | |
| RAFTHorizon=1922026.06 | 0.323 | |
| StationaryHorizon=1922026.06 | 0.334 | |
| TimesNetHorizon=1922026.06 | 0.343 | |
| RTNVariable=1, Quantization Grid=W22026.06 | 0.35 | |
| GPTQVariable=6, Quantization Grid=W22026.06 | 0.35 | |
| MICNHorizon=1922026.06 | 0.351 | |
| DLinearHorizon=1922026.06 | 0.385 | |
| GPTQVariable=3, Quantization Grid=W22026.06 | 0.396 | |
| RAFTHorizon=3362026.06 | 0.43 | |
| SpecReTFHorizon=Avg2026.06 | 0.436 | |
| RAFTHorizon=Avg2026.06 | 0.44 | |
| TimesNetHorizon=Avg2026.06 | 0.442 | |
| TimesNetHorizon=3362026.06 | 0.447 | |
| SpecReTFHorizon=3362026.06 | 0.451 | |
| MICNHorizon=Avg2026.06 | 0.452 | |
| StationaryHorizon=Avg2026.06 | 0.453 | |
| StationaryHorizon=3362026.06 | 0.473 | |
| DLinearHorizon=Avg2026.06 | 0.477 | |
| MICNHorizon=3362026.06 | 0.486 | |
| PatchTSTHorizon=Avg2026.06 | 0.498 | |
| DLinearHorizon=3362026.06 | 0.519 | |
| PatchTSTHorizon=3362026.06 | 0.53 | |
| QEPVariable=1, Quantization Grid=W22026.06 | 0.647 | |
| FEDformerHorizon=962026.06 | 0.666 | |
| GPTAQVariable=3, Quantization Grid=W22026.06 | 0.671 | |
| MICNHorizon=7202026.06 | 0.677 | |
| AutoformerHorizon=962026.06 | 0.682 | |
| InformerHorizon=962026.06 | 0.739 | |
| TimesNetHorizon=7202026.06 | 0.745 | |
| DLinearHorizon=7202026.06 | 0.746 | |
| StationaryHorizon=7202026.06 | 0.768 | |
| FEDformerHorizon=1922026.06 | 0.769 | |
| SpecReTFHorizon=7202026.06 | 0.785 | |
| RAFTHorizon=7202026.06 | 0.8 | |
| AutoformerHorizon=3362026.06 | 0.826 | |
| AutoformerHorizon=1922026.06 | 0.828 |