Time-series Classification on EigenWorms
94AccuracyLPTM
Evaluation Results
| Method | Links | |
|---|---|---|
| LPTM2023.11 | 94 | |
| TARNet2023.11 | 89 | |
| WEASEL+MUSE2025.10 | 89 | |
| TS2Vec2023.11 | 84 | |
| SimMTM2023.11 | 82 | |
| CRT2023.11 | 79 | |
| TS-TCC2023.11 | 77 | |
| TimesNet2023.11 | 73 | |
| TST2023.11 | 72 | |
| MERIT2025.10 | 65.6 | |
| TimesURL2025.10 | 64.1 | |
| TS2Vec2025.10 | 62.6 | |
| Autoformer2023.11 | 62 | |
| TS-TCC2025.10 | 61.8 | |
| TST2025.10 | 61.1 | |
| T-Loss2025.10 | 61.1 | |
| FETABackbone=Qwen32025.10 | 61.1 | |
| FETABackbone=DeepSeek R12025.10 | 60.3 | |
| FETABackbone=LLaMA3.12025.10 | 57.3 | |
| DTW2025.10 | 55.7 | |
| MLSTM-FCNs2025.10 | 50.4 | |
| Informer2023.11 | 49 | |
| DeepSeek R12025.10 | 48.4 |