Anomaly Detection on SMD (F1 Score)
86.5F1 ScoreTimeMixer++
Evaluation results
| Method | Links | |
|---|---|---|
| TimeMixer++Publication=ICLR 20252026.05 | 86.5 | |
| TimesNetPublication=ICLR 20232026.05 | 85.81 | |
| Anomaly TransformerPublication=ICLR 2022, anomaly criterion=only reconstruction error2026.05 | 85.49 | |
| AutoformerPublication=NeurIPS 20212026.05 | 85.11 | |
| FEDformerPublication=ICML 20222026.05 | 85.08 | |
| StationaryPublication=NeurIPS 20222026.05 | 84.62 | |
| XCTFormer2026.05 | 84.21 | |
| ETSformerPublication=ICML 20222026.05 | 83.13 | |
| PyraformerPublication=ICLR 20222026.05 | 83.04 | |
| LightTSPublication=AAAI 20222026.05 | 82.53 | |
| InformerPublication=AAAI 20212026.05 | 81.65 | |
| TCNPublication=20182026.05 | 81.49 | |
| TransformerPublication=NeurIPS 20172026.05 | 79.56 | |
| DLinearPublication=AAAI 20232026.05 | 77.1 | |
| LogTransPublication=NeurIPS 20192026.05 | 76.21 | |
| ReformerPublication=ICLR 20202026.05 | 75.32 | |
| LSTMPublication=19972026.05 | 71.41 | |
| LSSLPublication=NeurIPS 20222026.05 | 71.31 | |
| iTransformerPublication=ICLR 20242026.05 | 71.15 | |
| TiDEPublication=TMLR 20232026.05 | 68.91 |