Time Series Imputation on ETTm1 (test)
0.0016MSELHarm,lp
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| LHarm,lpBackbone=iTransformer2025.12 | 0.0016 | 0.0279 | |
| DLinearPublication Year=20232025.12 | 0.0017 | 0.0233 | |
| FreDFPublication Year=20252025.12 | 0.0021 | 0.0325 | |
| MICNPublication Year=20232025.12 | 0.003 | 0.0375 | |
| iTransformerPublication Year=20242025.12 | 0.0036 | 0.0419 | |
| FreTSPublication Year=20232025.12 | 0.011 | 0.0781 | |
| TimesNetPublication Year=20232025.12 | 0.0137 | 0.0837 | |
| ModernTCN + ALER-TIMissing rate (r)=0.125, Baseline type=General-purpose2026.07 | 0.017 | — | |
| SAITSmissing_pattern=5% point + 0.15% block missing2026.02 | 0.022 | 0.087 | |
| CSDImissing_pattern=5% point + 0.15% block missing2026.02 | 0.023 | 0.092 | |
| BRITSmissing_pattern=5% point + 0.15% block missing2026.02 | 0.026 | 0.099 | |
| TimesNet2024.11 | 0.027 | 0.107 | |
| GPT4TS2024.11 | 0.028 | 0.105 | |
| T1missing_pattern=5% point + 0.15% block missing2026.02 | 0.03 | 0.082 | |
| Peri-midFormer2024.11 | 0.034 | 0.116 | |
| Non-stationary Transformer2024.11 | 0.036 | 0.126 | |
| ImputeFormermissing_pattern=5% point + 0.15% block missing2026.02 | 0.036 | 0.111 | |
| PatchTSTmissing_pattern=5% point + 0.15% block missing2026.02 | 0.037 | 0.103 | |
| TimesNetmissing_pattern=5% point + 0.15% block missing2026.02 | 0.043 | 0.118 | |
| ModernTCNmissing_pattern=5% point + 0.15% block missing2026.02 | 0.044 | 0.115 | |
| PatchTST2024.11 | 0.047 | 0.14 | |
| Autoformer2024.11 | 0.051 | 0.15 | |
| FeDaLMask ratios={12.5%, 25%, 37.5%, 50%}2025.08 | 0.054 | 0.147 | |
| FedAvgMask ratios={12.5%, 25%, 37.5%, 50%}2025.08 | 0.054 | 0.154 | |
| FFTSMask ratios={12.5%, 25%, 37.5%, 50%}2025.08 | 0.058 | 0.16 | |
| FEDformer2024.11 | 0.062 | 0.177 | |
| TimeMixer++missing_pattern=5% point + 0.15% block missing2026.02 | 0.062 | 0.131 | |
| MomentMask ratios={12.5%, 25%, 37.5%, 50%}2025.08 | 0.062 | 0.167 | |
| GPT4TSMask ratios={12.5%, 25%, 37.5%, 50%}2025.08 | 0.069 | 0.173 | |
| iTransformermissing_pattern=5% point + 0.15% block missing2026.02 | 0.07 | 0.145 | |
| TimeMixerMask ratios={12.5%, 25%, 37.5%, 50%}2025.08 | 0.073 | 0.192 | |
| DLinearMask ratios={12.5%, 25%, 37.5%, 50%}2025.08 | 0.078 | 0.187 | |
| DLinear2024.11 | 0.093 | 0.206 | |
| LightTSMask ratios={12.5%, 25%, 37.5%, 50%}2025.08 | 0.103 | 0.214 | |
| LightTS2024.11 | 0.104 | 0.218 | |
| PatchTSTMask ratios={12.5%, 25%, 37.5%, 50%}2025.08 | 0.115 | 0.224 | |
| NSMask ratios={12.5%, 25%, 37.5%, 50%}2025.08 | 0.117 | 0.246 | |
| ETSformer2024.11 | 0.12 | 0.253 | |
| AutoformerMask ratios={12.5%, 25%, 37.5%, 50%}2025.08 | 0.201 | 0.306 | |
| DLinearmissing_pattern=5% point + 0.15% block missing2026.02 | 0.202 | 0.285 | |
| TimesNetMask ratios={12.5%, 25%, 37.5%, 50%}2025.08 | 0.202 | 0.329 | |
| FedformerMask ratios={12.5%, 25%, 37.5%, 50%}2025.08 | 0.284 | 0.373 | |
| AutoformerPublication Year=20212025.12 | 0.3766 | 0.358 | |
| TiDEPublication Year=20232025.12 | 0.4478 | 0.4657 | |
| FEDformerPublication Year=20222025.12 | 0.682 | 0.381 | |
| Pyraformer2024.11 | 0.717 | 0.57 |