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Readmission Prediction on MIMIC-IV

0.7591AUC-ROC

Graph-Walker

Updated 13d 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	-	-	-	-
RePrompT 2026.04	0.706	0.728	-	-	-	-
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	-	-	-	-
COCONUT 2026.04	0.581	0.611	-	-	-	-
EHR-emb 2026.04	0.5779	0.3273	44.87	-	-	-
Prompt-Tuning 2026.04	0.575	0.608	-	-	-	-
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	-	-	-
Zero-Shot 2026.04	0.512	0.545	-	-	-	-
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	-	-	-
Backbone only 2025.05	-	-	25.87	-	-	39.46
UniR 2025.05	-	-	26.77	-	-	52.91
UniR 2025.05	-	-	28.79	-	-	44.88