Short-term Time Series Forecasting on M4 Average
11.73SMAPE
TimesNet + xCPD
Updated 7d ago
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
2026.03 | 11.73 | 1.592 | 0.885 | - | |
2025.12 | 11.754 | 1.567 | 0.843 | - | |
2025.08 | 11.778 | 1.578 | 0.847 | - | |
2026.03 | 11.81 | 1.572 | 0.831 | - | |
2025.08 | 11.828 | 1.58 | 0.85 | - | |
2025.12 | 11.829 | 1.585 | 0.851 | - | |
2025.08 | 11.831 | 1.585 | 0.85 | - | |
2025.05 | 11.841 | 1.585 | 0.851 | - | |
2026.03 | 11.85 | 1.587 | 0.84 | - | |
2025.12 | 11.851 | 1.599 | 0.855 | - | |
2026.05 | 11.869 | 1.599 | 0.872 | - | |
2025.05 | 11.879 | 1.59 | 0.854 | - | |
2026.05 | 11.88 | 1.604 | 0.875 | - | |
2025.08 | 11.884 | 1.597 | 0.856 | - | |
2026.03 | 11.89 | 1.604 | 0.459 | - | |
2026.03 | 11.89 | 1.6 | - | 0.85 | |
2025.08 | 11.894 | 1.592 | 0.855 | - | |
2026.03 | 11.91 | 1.603 | 0.894 | - | |
2026.05 | 11.923 | 1.61 | 0.877 | - | |
2025.12 | 11.927 | 1.613 | 0.861 | - | |
2026.03 | 11.95 | 1.6 | - | 0.86 | |
2025.12 | 11.983 | 1.595 | 0.859 | - | |
2025.08 | 11.983 | 1.595 | 0.859 | - | |
2025.12 | 11.991 | 1.6 | 0.861 | - | |
2025.08 | 11.991 | 1.6 | 0.861 | - | |
2026.05 | 12.004 | 1.574 | 0.869 | - | |
2025.08 | 12.021 | 1.612 | 0.857 | - | |
2026.03 | 12.05 | 1.623 | 0.869 | - | |
2025.12 | 12.059 | 1.623 | 0.869 | - | |
2026.05 | 12.118 | 1.649 | 0.903 | - | |
2026.05 | 12.139 | 1.647 | 0.898 | - | |
2025.08 | 12.142 | 1.631 | 0.874 | - | |
2025.05 | 12.169 | 1.66 | 0.883 | - | |
2026.05 | 12.196 | 1.662 | 0.905 | - | |
2026.05 | 12.22 | 1.658 | 0.906 | - | |
2026.05 | 12.289 | 1.677 | 0.919 | - | |
2025.05 | 12.298 | 1.68 | 0.893 | - | |
2026.03 | 12.35 | 1.76 | - | 0.91 | |
2026.05 | 12.367 | 1.683 | 0.916 | - | |
2026.03 | 12.37 | 1.7 | - | 0.9 | |
2026.03 | 12.43 | 1.733 | 0.905 | - | |
2026.05 | 12.47 | 1.673 | 0.924 | - | |
2025.05 | 12.48 | 1.674 | 0.898 | - | |
2026.05 | 12.51 | 1.693 | 0.921 | - | |
2026.03 | 12.54 | 1.74 | 0.917 | - | |
2026.03 | 12.56 | 1.799 | 0.934 | - | |
2026.05 | 12.683 | 1.689 | 0.939 | - | |
2025.05 | 12.734 | 1.702 | 0.914 | - | |
2026.03 | 12.78 | 1.71 | - | 0.91 | |
2026.05 | 12.784 | 3.25 | 1.257 | - | |
2026.03 | 12.79 | 1.86 | 0.923 | - | |
2026.05 | 12.793 | 1.757 | 0.959 | - | |
2026.03 | 12.8 | 1.864 | 0.948 | - | |
2026.05 | 12.816 | 1.75 | 0.958 | - | |
2026.05 | 12.816 | 1.732 | 0.961 | - | |
2026.03 | 12.83 | 1.879 | 0.95 | - | |
2025.12 | 12.84 | 1.701 | 0.918 | - | |
2026.03 | 12.86 | 1.887 | 0.957 | - | |
2026.03 | 12.88 | 1.836 | 0.955 | - | |
2025.12 | 12.909 | 1.771 | 0.939 | - | |
2026.05 | 12.984 | 1.829 | 0.98 | - | |
2025.05 | 13.044 | 1.841 | 0.962 | - | |
2026.03 | 13.07 | 1.86 | - | 0.96 | |
2026.03 | 13.42 | 1.982 | 1.002 | - | |
2026.05 | 13.515 | 1.825 | 1.009 | - | |
2026.03 | 13.63 | 2.095 | 1.051 | - | |
2025.12 | 13.639 | 2.095 | 1.051 | - | |
2026.05 | 13.759 | 1.913 | 1.028 | - | |
2025.12 | 13.961 | 1.945 | 1.023 | - | |
2026.03 | 14.2 | 2.18 | - | 1.09 | |
2026.05 | 14.653 | 2.294 | 1.212 | - | |
2026.03 | 14.68 | 2.05 | - | 1.07 | |
2025.12 | 14.718 | 2.408 | 1.172 | - | |
2026.05 | 14.986 | 2.121 | 1.123 | - | |
2026.05 | 16.457 | 2.32 | 1.274 | - | |
2026.05 | 16.661 | 2.429 | 1.278 | - | |
2026.03 | 16.79 | 2.4 | - | 1.24 | |
2026.05 | 21.972 | 3.122 | 1.651 | - | |
2026.05 | 72.701 | 16.803 | 8.041 | - | |
2026.05 | 78.006 | 18.679 | 8.941 | - |