Irregular clinical time-series prediction on PhysioNet 2012 (test) benchmark leaderboard · SOTA2 Research

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

84.7AUROCReTAMamba

Evaluation Results

Method	Links
ReTAMamba2026.05		84.7	52
SeFT2026.05		83.3	50.1
GRU-D2026.05		83.1	48.7
Warpformer2026.05		83.1	48.5
mTAN2026.05		82.9	47.2
LSTM2026.05		82.6	45.8
IP-Nets2026.05		82.5	46.3
Raindrop2026.05		82.1	47.6
Transformer2026.05		82	46.8
Mamba2026.05		81.4	46.8
XGBoost2026.05		80.4	44.3
STraTS2026.05		0.8702	0.5543
DuETT2026.05		0.8672	0.542
KEDGN2026.05		0.8661	0.5374
GRU-D2026.05		0.8595	0.5383
TreeText-CTS2026.05		0.8571	0.5239
TreeText-CTS2026.05		0.8571	0.5239
mTAND2026.05		0.8397	0.51
SEFT2026.05		0.8278	0.4646
WRDP-Adapted2026.05		0.8236	0.4636
LOCF Transformer2026.05		0.8197	0.4327
LOCF LSTM2026.05		0.8192	0.4548
TimeCP-Adapted2026.05		0.7999	0.4156
Decode-Adapted2026.05		0.7854	0.3598
Decode-Faithful2026.05		0.7821	0.4376
Record2Vec-Faithful2026.05		0.772	0.4033
WRDP-Faithful2026.05		0.7715	0.3528
Record2Vec-Adapted2026.05		0.7675	0.3788
TimeCP-Faithful2026.05		0.5663	0.1579