Irregular Time Series Classification on PhysioNet
0.9AUC-ROCTransformer
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TransformerAttn Ops=1.00x2026.02 | 0.9 | — | |
| MambaAttn Ops=0x2026.02 | 0.9 | — | |
| CRAMAttn Ops=0.11x2026.02 | 0.9 | — | |
| DBGLMethod Category=Ours2026.04 | 0.891 | 0.608 | |
| KEDGN-WikiMethod Category=Graph-based2026.04 | 0.882 | 0.575 | |
| KEDGN-NameMethod Category=Graph-based2026.04 | 0.879 | 0.56 | |
| KEDGN-ChatGPTMethod Category=Graph-based2026.04 | 0.879 | 0.571 | |
| mTANDMethod Category=Non-Graph2026.04 | 0.869 | 0.525 | |
| IP-NetMethod Category=Non-Graph2026.04 | 0.868 | 0.558 | |
| DGM2-OMethod Category=Non-Graph2026.04 | 0.858 | 0.504 | |
| StraTSMethod Category=Non-Graph2026.04 | 0.849 | 0.473 | |
| WarpformerMethod Category=Non-Graph2026.04 | 0.833 | 0.435 | |
| RaindropMethod Category=Graph-based2026.04 | 0.827 | 0.412 | |
| DuETTMethod Category=Non-Graph2026.04 | 0.813 | 0.449 | |
| ViTSTMethod Category=Non-Graph2026.04 | 0.813 | 0.374 | |
| GRU-DMethod Category=Non-Graph2026.04 | 0.791 | 0.427 | |
| MTGNNMethod Category=Graph-based2026.04 | 0.771 | 0.354 | |
| ODE-RNNMethod Category=Non-Graph2026.04 | 0.755 | 0.337 | |
| SeFTMethod Category=Non-Graph2026.04 | 0.755 | 0.294 | |
| SeqBoatAttn Ops=0.27x2026.02 | 0.338 | — |