Irregular Medical Time Series Classification on P12
88.1AUROCDBGL
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DBGLMethod Category=Ours2026.04 | 88.1 | 56.3 | |
| KEDGN-ChatGPTMethod Category=Graph-based2026.04 | 87.8 | 54.5 | |
| KEDGN-NameMethod Category=Graph-based2026.04 | 87.1 | 54.1 | |
| KEDGN-WikiMethod Category=Graph-based2026.04 | 87 | 53.1 | |
| StraTSMethod Category=Non-Graph2026.04 | 86.7 | 52.1 | |
| ViTSTMethod Category=Non-Graph2026.04 | 86.3 | 50.8 | |
| ISIMMethod Category=Graph-based2026.04 | 86 | 50.4 | |
| DGM2-OMethod Category=Non-Graph2026.04 | 85.8 | 48.3 | |
| WarpformerMethod Category=Non-Graph2026.04 | 85.4 | 50.4 | |
| mTANDMethod Category=Non-Graph2026.04 | 85.3 | 49.3 | |
| TimeCHEATMethod Category=Graph-based2026.04 | 84.5 | 48.2 | |
| IP-NetMethod Category=Non-Graph2026.04 | 83.7 | 46.3 | |
| DuETTMethod Category=Non-Graph2026.04 | 83.4 | 45.4 | |
| RaindropMethod Category=Graph-based2026.04 | 82.2 | 43.3 | |
| MTGNNMethod Category=Graph-based2026.04 | 82.1 | 41.8 | |
| GRU-DMethod Category=Non-Graph2026.04 | 79.6 | 41.7 | |
| ODE-RNNMethod Category=Non-Graph2026.04 | 78.8 | 37.4 | |
| SeFTMethod Category=Non-Graph2026.04 | 78.1 | 35.9 |