Irregular Time Series Classification on MIMIC-III
0.852AUC-ROCDBGL
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DBGLMethod Category=Ours2026.04 | 0.852 | 0.502 | |
| KEDGN-ChatGPTMethod Category=Graph-based2026.04 | 0.851 | 0.483 | |
| KEDGN-NameMethod Category=Graph-based2026.04 | 0.848 | 0.484 | |
| WarpformerMethod Category=Non-Graph2026.04 | 0.846 | 0.474 | |
| StraTSMethod Category=Non-Graph2026.04 | 0.844 | 0.464 | |
| KEDGN-WikiMethod Category=Graph-based2026.04 | 0.843 | 0.477 | |
| IP-NetMethod Category=Non-Graph2026.04 | 0.841 | 0.471 | |
| mTANDMethod Category=Non-Graph2026.04 | 0.838 | 0.466 | |
| GRU-DMethod Category=Non-Graph2026.04 | 0.822 | 0.433 | |
| ViTSTMethod Category=Non-Graph2026.04 | 0.818 | 0.396 | |
| ODE-RNNMethod Category=Non-Graph2026.04 | 0.81 | 0.423 | |
| DGM2-OMethod Category=Non-Graph2026.04 | 0.81 | 0.376 | |
| RaindropMethod Category=Graph-based2026.04 | 0.798 | 0.352 | |
| DuETTMethod Category=Non-Graph2026.04 | 0.788 | 0.343 | |
| MTGNNMethod Category=Graph-based2026.04 | 0.785 | 0.352 | |
| TransformerAttn Ops=1.00x2026.02 | 0.783 | — | |
| MambaAttn Ops=0x2026.02 | 0.783 | — | |
| SeqBoatAttn Ops=0.27x2026.02 | 0.783 | — | |
| CRAMAttn Ops=0.11x2026.02 | 0.783 | — | |
| SeFTMethod Category=Non-Graph2026.04 | 0.679 | 0.232 |