Irregular Medical Time Series Classification on P19
0.933AUROCDBGL
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DBGLMethod Category=Ours2026.04 | 0.933 | 0.663 | |
| KEDGN-NameMethod Category=Graph-based2026.04 | 0.923 | 0.625 | |
| KEDGN-WikiMethod Category=Graph-based2026.04 | 0.922 | 0.623 | |
| KEDGN-ChatGPTMethod Category=Graph-based2026.04 | 0.922 | 0.62 | |
| WarpformerMethod Category=Non-Graph2026.04 | 0.918 | 0.606 | |
| ViTSTMethod Category=Non-Graph2026.04 | 0.917 | 0.575 | |
| DGM2-OMethod Category=Non-Graph2026.04 | 0.916 | 0.6 | |
| ISIMMethod Category=Graph-based2026.04 | 0.916 | 0.596 | |
| StraTSMethod Category=Non-Graph2026.04 | 0.912 | 0.584 | |
| IP-NetMethod Category=Non-Graph2026.04 | 0.902 | 0.586 | |
| TimeCHEATMethod Category=Graph-based2026.04 | 0.895 | 0.561 | |
| RaindropMethod Category=Graph-based2026.04 | 0.894 | 0.612 | |
| GRU-DMethod Category=Non-Graph2026.04 | 0.887 | 0.576 | |
| MTGNNMethod Category=Graph-based2026.04 | 0.885 | 0.558 | |
| DuETTMethod Category=Non-Graph2026.04 | 0.882 | 0.56 | |
| ODE-RNNMethod Category=Non-Graph2026.04 | 0.871 | 0.526 | |
| SeFTMethod Category=Non-Graph2026.04 | 0.84 | 0.493 | |
| mTANDMethod Category=Non-Graph2026.04 | 0.829 | 0.323 |