Mortality prediction on PhysioNet 2012 (test)

86.7AUC

GSNF

Updated 2mo ago

Evaluation Results

Method
GSNF 2026.05	86.7	-	56.9	9	6,349
Hi-Patch 2026.05	86.4	-	56.5	24	6,577
GRU-D 2021.06	86.3	-	53.7	-	-
DualDynamics 2026.05	86.1	-	55.3	37	6,743
GRU-APC 2021.06	86	-	54.1	-	-
GRU-APC 2021.06	85.9	-	53.5	-	-
mTAN 2026.05	85.8	-	50.4	12	1,857
Statistical Feature Extraction 2026.02	85.7	-	52.3	-	-
GRU-Simple 2021.06	85.5	-	53.8	-	-
GRU-D 2021.06	85.5	-	53.1	-	-
GRU 2021.06	85.4	-	51.4	-	-
GRU-D-APC 2021.06	85.3	-	55.1	-	-
FlowPath 2026.05	85.3	-	55.3	17	7,356
GRU-D-APC 2021.06	85.2	-	54.1	-	-
ViTST 2026.02	85.1	-	51.1	-	-
BRITS 2021.06	85	-	-	-	-
GRU-D-APC 2021.06	85	-	53.3	-	-
GRU-Mean 2021.06	84.6	-	50.3	-	-
GraphNeuralFlow 2026.05	84.5	-	53.7	35	6,056
TimeCHEAT 2026.05	84.5	-	46.3	35	6,859
DGM^2-O 2026.02	84.4	-	47.3	-	-
GRU-Forward 2021.06	84.3	-	52	-	-
Statistical Feature Extraction 2026.02	84.3	-	50	-	-
GRU-D 2021.06	84.24	-	-	-	-
GRU-APC 2021.06	84.2	-	50.4	-	-
mTAND 2026.02	84.2	-	48.2	-	-
Statistical Feature Extraction 2026.02	83.6	-	49	-	-
GRU-D 2021.06	83.4	-	-	-	-
Warpformer 2026.05	83.4	-	43.5	40	4,532
Transformer 2026.02	83.3	-	47.9	-	-
Raindrop 2026.02	82.8	-	44	-	-
Trans-mean 2026.02	82.6	-	46.3	-	-
IP-Net 2026.02	82.6	-	47.6	-	-
Statistical Feature Extraction 2026.02	82.4	-	46.9	-	-
GRU-D 2026.02	81.9	-	46.1	-	-
ViTST 2026.05	81.3	-	37.4	59	8,982
RainDrop 2026.05	81.2	-	37.3	28	3,200
IVP-VAE 2026.05	81.1	-	46.2	3	5,363
NeuralFlow 2026.05	80.9	-	51.5	30	4,999
ODE-RNN 2026.05	80.8	-	33.7	45	3,407
GRU-D 2026.05	79.1	-	42.7	25	2,456
MTGNN 2026.02	74.4	-	35.5	-	-
SeFT 2026.02	73.9	-	31.1	-	-