Clinical time-series prediction on PhysioNet 2019 (test)
0.9174AUROCSTraTS
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| STraTS2026.05 | 0.9174 | 0.4579 | |
| GRU-D2026.05 | 0.9134 | 0.4637 | |
| KEDGN2026.05 | 0.9084 | 0.3906 | |
| TreeText-CTS2026.05 | 0.9066 | 0.4757 | |
| TreeText-CTSNo patient gen.=true, No AR decode=true, Traceable evid.=true, Online lat. (s/pt)=0.0942026.05 | 0.9066 | 0.4757 | |
| SEFT2026.05 | 0.9041 | 0.3969 | |
| DuETT2026.05 | 0.9033 | 0.4368 | |
| WRDP-AdaptedNo patient gen.=true, No AR decode=true, Traceable evid.=false, Online lat. (s/pt)=0.0712026.05 | 0.8853 | 0.3792 | |
| LOCF Transformer2026.05 | 0.8741 | 0.3296 | |
| LOCF LSTM2026.05 | 0.8514 | 0.2392 | |
| WRDP-FaithfulNo patient gen.=true, No AR decode=true, Traceable evid.=false, Online lat. (s/pt)=0.2992026.05 | 0.8509 | 0.3038 | |
| mTAND2026.05 | 0.8381 | 0.2629 | |
| Decode-AdaptedNo patient gen.=true, No AR decode=true, Traceable evid.=false, Online lat. (s/pt)=0.0742026.05 | 0.8118 | 0.2448 | |
| TimeCP-AdaptedNo patient gen.=false, No AR decode=false, Traceable evid.=false, Online lat. (s/pt)=272.2282026.05 | 0.7949 | 0.152 | |
| Decode-FaithfulNo patient gen.=true, No AR decode=true, Traceable evid.=false, Online lat. (s/pt)=0.2132026.05 | 0.7913 | 0.3266 | |
| Record2Vec-AdaptedNo patient gen.=false, No AR decode=false, Traceable evid.=false, Online lat. (s/pt)=272.2282026.05 | 0.7894 | 0.1636 | |
| Record2Vec-FaithfulNo patient gen.=false, No AR decode=false, Traceable evid.=false, Online lat. (s/pt)=272.3082026.05 | 0.745 | 0.1151 | |
| TimeCP-FaithfulNo patient gen.=false, No AR decode=false, Traceable evid.=false, Online lat. (s/pt)=273.4732026.05 | 0.5266 | 0.0457 |