Time Series Imputation on Weather (test)
0.0002MSELHarm,lp
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| LHarm,lpBackbone=iTransformer2025.12 | 0.0002 | 0.009 | |
| FreDFPublication Year=20252025.12 | 0.0005 | 0.0133 | |
| iTransformerPublication Year=20242025.12 | 0.0006 | 0.0157 | |
| TimesNetPublication Year=20232025.12 | 0.0016 | 0.0133 | |
| MICNPublication Year=20232025.12 | 0.0032 | 0.0387 | |
| DLinearPublication Year=20232025.12 | 0.0048 | 0.0502 | |
| FreTSPublication Year=20232025.12 | 0.0066 | 0.061 | |
| Helix + ALER-TIMissing rate (r)=0.125, Baseline type=Imputation-specialized2026.07 | 0.023 | — | |
| FeDaLMask ratios={12.5%, 25%, 37.5%, 50%}2025.08 | 0.024 | 0.048 | |
| T1missing_pattern=5% point + 0.15% block missing2026.02 | 0.026 | 0.039 | |
| SAITSmissing_pattern=5% point + 0.15% block missing2026.02 | 0.026 | 0.03 | |
| Peri-midFormer2024.11 | 0.028 | 0.039 | |
| FFTSMask ratios={12.5%, 25%, 37.5%, 50%}2025.08 | 0.029 | 0.059 | |
| MomentMask ratios={12.5%, 25%, 37.5%, 50%}2025.08 | 0.029 | 0.061 | |
| TimesNet2024.11 | 0.03 | 0.054 | |
| PatchTSTMask ratios={12.5%, 25%, 37.5%, 50%}2025.08 | 0.03 | 0.054 | |
| DLinearMask ratios={12.5%, 25%, 37.5%, 50%}2025.08 | 0.03 | 0.054 | |
| GPT4TS2024.11 | 0.031 | 0.056 | |
| Autoformer2024.11 | 0.031 | 0.057 | |
| GPT4TSMask ratios={12.5%, 25%, 37.5%, 50%}2025.08 | 0.031 | 0.056 | |
| LightTSMask ratios={12.5%, 25%, 37.5%, 50%}2025.08 | 0.031 | 0.057 | |
| Non-stationary Transformer2024.11 | 0.032 | 0.059 | |
| TimeMixer++missing_pattern=5% point + 0.15% block missing2026.02 | 0.032 | 0.054 | |
| SAITS + ALER-TIMissing rate (r)=0.5, Baseline type=Imputation-specialized2026.07 | 0.033 | — | |
| FedAvgMask ratios={12.5%, 25%, 37.5%, 50%}2025.08 | 0.034 | 0.05 | |
| PatchTSTmissing_pattern=5% point + 0.15% block missing2026.02 | 0.035 | 0.068 | |
| BRITSmissing_pattern=5% point + 0.15% block missing2026.02 | 0.035 | 0.039 | |
| TimeMixerMask ratios={12.5%, 25%, 37.5%, 50%}2025.08 | 0.039 | 0.083 | |
| ModernTCNmissing_pattern=5% point + 0.15% block missing2026.02 | 0.04 | 0.085 | |
| TimesNetmissing_pattern=5% point + 0.15% block missing2026.02 | 0.04 | 0.086 | |
| ImputeFormermissing_pattern=5% point + 0.15% block missing2026.02 | 0.04 | 0.048 | |
| DLinearmissing_pattern=5% point + 0.15% block missing2026.02 | 0.05 | 0.106 | |
| DLinear2024.11 | 0.052 | 0.11 | |
| AutoformerMask ratios={12.5%, 25%, 37.5%, 50%}2025.08 | 0.052 | 0.11 | |
| LightTS2024.11 | 0.055 | 0.117 | |
| FedformerMask ratios={12.5%, 25%, 37.5%, 50%}2025.08 | 0.055 | 0.117 | |
| PatchTST2024.11 | 0.06 | 0.144 | |
| ETSformer2024.11 | 0.076 | 0.171 | |
| TimesNetMask ratios={12.5%, 25%, 37.5%, 50%}2025.08 | 0.076 | 0.171 | |
| CSDImissing_pattern=5% point + 0.15% block missing2026.02 | 0.086 | 0.036 | |
| iTransformermissing_pattern=5% point + 0.15% block missing2026.02 | 0.092 | 0.14 | |
| FEDformer2024.11 | 0.099 | 0.203 | |
| NSMask ratios={12.5%, 25%, 37.5%, 50%}2025.08 | 0.099 | 0.203 | |
| AutoformerPublication Year=20212025.12 | 0.1373 | 0.1838 | |
| Pyraformer2024.11 | 0.152 | 0.235 | |
| TiDEPublication Year=20232025.12 | 0.2411 | 0.3262 | |
| FEDformerPublication Year=20222025.12 | 0.4055 | 0.4263 |