Short-term Time Series Forecasting on M4 Average
11.73SMAPETimesNet + xCPD
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| TimesNet + xCPDBackbone=TimesNet, Extension=xCPD2026.03 | 11.73 | 1.592 | 0.885 | — | |
| STELLA2025.12 | 11.754 | 1.567 | 0.843 | — | |
| SE-LLM2025.08 | 11.778 | 1.578 | 0.847 | — | |
| PatchTST + xCPDBackbone=PatchTST, Extension=xCPD2026.03 | 11.81 | 1.572 | 0.831 | — | |
| FSCAYear=20252025.08 | 11.828 | 1.58 | 0.85 | — | |
| TimesNet2025.12 | 11.829 | 1.585 | 0.851 | — | |
| AutoTimesYear=20242025.08 | 11.831 | 1.585 | 0.85 | — | |
| Time-o12025.05 | 11.841 | 1.585 | 0.851 | — | |
| PatchTST + CCMBackbone=PatchTST, Extension=CCM2026.03 | 11.85 | 1.587 | 0.84 | — | |
| N-BEATS2025.12 | 11.851 | 1.599 | 0.855 | — | |
| TimesNet2026.05 | 11.869 | 1.599 | 0.872 | — | |
| FredformerYear=20242025.05 | 11.879 | 1.59 | 0.854 | — | |
| TimeMixer2026.05 | 11.88 | 1.604 | 0.875 | — | |
| TimeMixer++Year=20252025.08 | 11.884 | 1.597 | 0.856 | — | |
| PatchTST + LIFTBackbone=PatchTST, Extension=LIFT2026.03 | 11.89 | 1.604 | 0.459 | — | |
| TimeNet2026.03 | 11.89 | 1.6 | — | 0.85 | |
| Time-VLMYear=20252025.08 | 11.894 | 1.592 | 0.855 | — | |
| TimesNet + CCMBackbone=TimesNet, Extension=CCM2026.03 | 11.91 | 1.603 | 0.894 | — | |
| LightTS2026.05 | 11.923 | 1.61 | 0.877 | — | |
| N-HiTS2025.12 | 11.927 | 1.613 | 0.861 | — | |
| LightTS2026.03 | 11.95 | 1.6 | — | 0.86 | |
| TimeLLM2025.12 | 11.983 | 1.595 | 0.859 | — | |
| Time-LLMYear=20242025.08 | 11.983 | 1.595 | 0.859 | — | |
| GPT4TS2025.12 | 11.991 | 1.6 | 0.861 | — | |
| FPTYear=20242025.08 | 11.991 | 1.6 | 0.861 | — | |
| TSCOMP2026.05 | 12.004 | 1.574 | 0.869 | — | |
| S2IP-LLMYear=20242025.08 | 12.021 | 1.612 | 0.857 | — | |
| PatchTSTBackbone=PatchTST, Extension=Vanilla2026.03 | 12.05 | 1.623 | 0.869 | — | |
| PatchTST2025.12 | 12.059 | 1.623 | 0.869 | — | |
| Mamba2026.05 | 12.118 | 1.649 | 0.903 | — | |
| FreTS2026.05 | 12.139 | 1.647 | 0.898 | — | |
| iTransformerYear=20242025.08 | 12.142 | 1.631 | 0.874 | — | |
| FreTSYear=20232025.05 | 12.169 | 1.66 | 0.883 | — | |
| TSMixer2026.05 | 12.196 | 1.662 | 0.905 | — | |
| SCINet2026.05 | 12.22 | 1.658 | 0.906 | — | |
| TimeXer2026.05 | 12.289 | 1.677 | 0.919 | — | |
| iTransformerYear=20242025.05 | 12.298 | 1.68 | 0.893 | — | |
| GPT4TS2026.03 | 12.35 | 1.76 | — | 0.91 | |
| PAttn2026.05 | 12.367 | 1.683 | 0.916 | — | |
| One-for-All2026.03 | 12.37 | 1.7 | — | 0.9 | |
| DLinear + xCPDBackbone=DLinear, Extension=xCPD2026.03 | 12.43 | 1.733 | 0.905 | — | |
| FiLM2026.05 | 12.47 | 1.673 | 0.924 | — | |
| DLinearYear=20232025.05 | 12.48 | 1.674 | 0.898 | — | |
| DLinear2026.05 | 12.51 | 1.693 | 0.921 | — | |
| DLinear + CCMBackbone=DLinear, Extension=CCM2026.03 | 12.54 | 1.74 | 0.917 | — | |
| TimesNet + LIFTBackbone=TimesNet, Extension=LIFT2026.03 | 12.56 | 1.799 | 0.934 | — | |
| FED.2026.05 | 12.683 | 1.689 | 0.939 | — | |
| FedformerYear=20232025.05 | 12.734 | 1.702 | 0.914 | — | |
| FEDformer2026.03 | 12.78 | 1.71 | — | 0.91 | |
| RAFT2026.05 | 12.784 | 3.25 | 1.257 | — | |
| TSMixer + xCPDBackbone=TSMixer, Extension=xCPD2026.03 | 12.79 | 1.86 | 0.923 | — | |
| iTrans.2026.05 | 12.793 | 1.757 | 0.959 | — | |
| TSMixer + CCMBackbone=TSMixer, Extension=CCM2026.03 | 12.8 | 1.864 | 0.948 | — | |
| DUET2026.05 | 12.816 | 1.75 | 0.958 | — | |
| PatchTST2026.05 | 12.816 | 1.732 | 0.961 | — | |
| TSMixer + LIFTBackbone=TSMixer, Extension=LIFT2026.03 | 12.83 | 1.879 | 0.95 | — | |
| FEDformer2025.12 | 12.84 | 1.701 | 0.918 | — | |
| TSMixerBackbone=TSMixer, Extension=Vanilla2026.03 | 12.86 | 1.887 | 0.957 | — | |
| TimesNetBackbone=TimesNet, Extension=Vanilla2026.03 | 12.88 | 1.836 | 0.955 | — | |
| Autoformer2025.12 | 12.909 | 1.771 | 0.939 | — | |
| MICN2026.05 | 12.984 | 1.829 | 0.98 | — | |
| MICNYear=20232025.05 | 13.044 | 1.841 | 0.962 | — | |
| Reformer2026.03 | 13.07 | 1.86 | — | 0.96 | |
| DLinear + LIFTBackbone=DLinear, Extension=LIFT2026.03 | 13.42 | 1.982 | 1.002 | — | |
| SegRNN2026.05 | 13.515 | 1.825 | 1.009 | — | |
| DLinearBackbone=DLinear, Extension=Vanilla2026.03 | 13.63 | 2.095 | 1.051 | — | |
| DLinear2025.12 | 13.639 | 2.095 | 1.051 | — | |
| Pyra.2026.05 | 13.759 | 1.913 | 1.028 | — | |
| TCN2025.12 | 13.961 | 1.945 | 1.023 | — | |
| ETSformer2026.03 | 14.2 | 2.18 | — | 1.09 | |
| ETS.2026.05 | 14.653 | 2.294 | 1.212 | — | |
| Informer2026.03 | 14.68 | 2.05 | — | 1.07 | |
| ETSformer2025.12 | 14.718 | 2.408 | 1.172 | — | |
| In.2026.05 | 14.986 | 2.121 | 1.123 | — | |
| Auto.2026.05 | 16.457 | 2.32 | 1.274 | — | |
| Re.2026.05 | 16.661 | 2.429 | 1.278 | — | |
| Autoformer2026.03 | 16.79 | 2.4 | — | 1.24 | |
| OLinear2026.05 | 21.972 | 3.122 | 1.651 | — | |
| Trans.2026.05 | 72.701 | 16.803 | 8.041 | — | |
| Cross.2026.05 | 78.006 | 18.679 | 8.941 | — |