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ResearchFormerly WizWand

Irregular clinical time-series prediction on PhysioNet 2012 (test)

84.7AUROCReTAMamba
-2.79904819.91705142.6331565.349249May 11, 2026May 12, 2026May 13, 2026May 15, 2026May 16, 2026May 17, 2026May 19, 2026
Updated 5mo ago

Evaluation results

MethodLinks
ReTAMamba2026.0584.752
SeFT2026.0583.350.1
GRU-D2026.0583.148.7
Warpformer2026.0583.148.5
mTAN2026.0582.947.2
LSTM2026.0582.645.8
IP-Nets2026.0582.546.3
Raindrop2026.0582.147.6
Transformer2026.058246.8
Mamba2026.0581.446.8
XGBoost2026.0580.444.3
STraTS2026.050.87020.5543
DuETT2026.050.86720.542
KEDGN2026.050.86610.5374
GRU-D2026.050.85950.5383
TreeText-CTS2026.050.85710.5239
TreeText-CTSNo patient gen.=true, No AR decode=true, Traceable evid.=true, Online lat. (s/pt)=0.0942026.050.85710.5239
mTAND2026.050.83970.51
SEFT2026.050.82780.4646
WRDP-AdaptedNo patient gen.=true, No AR decode=true, Traceable evid.=false, Online lat. (s/pt)=0.0712026.050.82360.4636
LOCF Transformer2026.050.81970.4327
LOCF LSTM2026.050.81920.4548
TimeCP-AdaptedNo patient gen.=false, No AR decode=false, Traceable evid.=false, Online lat. (s/pt)=272.2282026.050.79990.4156
Decode-AdaptedNo patient gen.=true, No AR decode=true, Traceable evid.=false, Online lat. (s/pt)=0.0742026.050.78540.3598
Decode-FaithfulNo patient gen.=true, No AR decode=true, Traceable evid.=false, Online lat. (s/pt)=0.2132026.050.78210.4376
Record2Vec-FaithfulNo patient gen.=false, No AR decode=false, Traceable evid.=false, Online lat. (s/pt)=272.3082026.050.7720.4033
WRDP-FaithfulNo patient gen.=true, No AR decode=true, Traceable evid.=false, Online lat. (s/pt)=0.2992026.050.77150.3528
Record2Vec-AdaptedNo patient gen.=false, No AR decode=false, Traceable evid.=false, Online lat. (s/pt)=272.2282026.050.76750.3788
TimeCP-FaithfulNo patient gen.=false, No AR decode=false, Traceable evid.=false, Online lat. (s/pt)=273.4732026.050.56630.1579