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Readmission Prediction on MIMIC-IV

0.7591AUC-ROC

Graph-Walker

Updated 9d ago

Evaluation Results

Method
Graph-Walker 2026.04	0.7591	0.6061	58.01	-	-
MUSE+AUM 2026.01	0.7281	0.5003	-	-	-
DT-BEHRT 2026.03	0.7208	0.8485	84.18	-	-
GRAPE+AUM 2026.01	0.7197	0.4939	-	-	-
MUSE 2026.01	0.7152	0.467	-	-	-
GRAPE 2026.01	0.7085	0.4551	-	-	-
M3Care 2026.01	0.7067	0.4532	-	-	-
HGMF 2026.01	0.7005	0.4421	-	-	-
MT 2026.01	0.6901	0.4375	-	-	-
SMIL 2026.01	0.6894	0.4368	-	-	-
HEART 2026.03	0.6893	0.8207	83.68	-	-
Med-BERT 2026.03	0.6851	0.8189	83.19	-	-
Oracle 2025.06	0.6847	0.6937	-	-	-
ExBEHRT 2026.03	0.6841	0.8186	83.21	-	-
Graph-Walker 2026.04	0.6832	0.4637	51.54	-	-
CM-AE 2026.01	0.6817	0.4324	-	-	-
UDONCARE 2025.06	0.6726	0.6561	-	-	-
Prompt-based 2026.04	0.6702	0.6889	61.02	43.91	60.21
KARE 2026.04	0.6676	0.685	64.62	47.74	61.91
Standard RAG 2026.04	0.6664	0.6851	60.95	43.84	59.98
K2K 2026.04	0.6647	0.6867	63.75	46.79	61.42
K2K 2026.04	0.6628	0.676	67.11	50.5	62.87
HypEHR 2026.03	0.6607	0.805	82.8	-	-
w/o retriever 2026.04	0.6586	0.6776	56.92	39.79	57.58
w/o retriever 2026.04	0.6583	0.6786	61.3	44.2	59.8
Standard RAG 2026.04	0.6578	0.6768	65.09	48.25	61.7
KARE 2026.04	0.6544	0.6709	61.75	44.67	59.74
G-BERT 2026.03	0.6538	0.7149	82.13	-	-
SLDG 2025.06	0.6529	0.6155	-	-	-
Prompt-based 2026.04	0.6484	0.6691	57.71	40.55	57.5
ManyDG 2025.06	0.6407	0.6348	-	-	-
EHR-emb 2026.04	0.6375	0.4632	49.81	-	-
PCL 2025.06	0.6304	0.6103	-	-	-
BEHRT 2026.03	0.6232	0.7823	82.76	-	-
CondAdv 2025.06	0.6229	0.6278	-	-	-
MLDG 2025.06	0.6224	0.602	-	-	-
IRM 2025.06	0.6184	0.6181	-	-	-
DANN 2025.06	0.6122	0.6089	-	-	-
Base 2025.06	0.6056	0.5846	-	-	-
EHR-emb 2026.04	0.5779	0.3273	44.87	-	-
GRU 2026.04	0.5658	0.5738	59.28	42.13	53.84
LMS3 2026.04	0.5477	0.3095	45.41	-	-
Zero-shot 2026.04	0.544	0.2988	41.24	-	-
Time-series 2026.04	0.5346	0.2697	40.55	-	-
Time-series 2026.04	0.5345	0.2767	42.28	-	-
SFT 2026.04	0.5323	0.2744	39.36	-	-
Influence 2026.04	0.5285	0.2855	43.19	-	-
GradSel 2026.04	0.5233	0.287	42.17	-	-
CONE 2026.04	0.5167	0.2942	42.73	-	-
Delta-KNN 2026.04	0.5123	0.265	41.13	-	-
Deepr 2026.04	0.5044	0.5227	68.13	51.66	55.62
AdaCare 2026.04	0.5038	0.5212	47.96	31.54	45.5
Random 2026.04	0.4998	0.2481	40.77	-	-
Influence 2026.04	0.4964	0.284	42.65	-	-
TCN 2026.04	0.4962	0.5133	53.32	36.35	47.66
RETAIN 2026.04	0.4961	0.5144	66.77	50.12	54.48
SPELL 2026.04	0.4882	0.2437	40.03	-	-
StageNet 2026.04	0.4867	0.5074	48.11	31.67	44.8
Random 2026.04	0.4863	0.2706	39.85	-	-
SPELL 2026.04	0.4811	0.2503	40.09	-	-
IDS 2026.04	0.4741	0.2543	42.68	-	-
Delta-KNN 2026.04	0.4711	0.2441	40	-	-
Semantic-emb 2026.04	0.4576	0.2775	41.89	-	-
CONE 2026.04	0.4576	0.2775	41.89	-	-
GradSel 2026.04	0.4573	0.2539	41.83	-	-
SFT 2026.04	0.4537	0.2294	37.25	-	-
IDS 2026.04	0.4525	0.2486	42.65	-	-
LMS3 2026.04	0.4434	0.2468	42.28	-	-
Semantic-emb 2026.04	0.4355	0.2369	42.37	-	-
Zero-shot 2026.04	0.4111	0.2711	41.66	-	-