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Mortality Prediction on MIMIC-III (AUROC, AUPRC, F1)

84.19AUROC

Graph-Walker

Updated 8d ago

Evaluation Results

Method
Graph-Walker 2026.04	84.19	59.46	58.24	-	-
Graph-Walker 2026.04	76.71	35.09	50.13	-	-
SPELL 2026.04	75.37	32.23	50.32	-	-
EHR-emb 2026.04	75.24	29.52	42.49	-	-
SFT 2026.04	68.34	17.48	30.43	-	-
SFT 2026.04	67.41	26.41	35.73	-	-
LMS3 2026.04	66.54	26.92	39.07	-	-
Random 2026.04	66.33	31.04	43	-	-
EHR-emb 2026.04	65.78	24.3	41.89	-	-
Zero-shot 2026.04	65.35	21.72	35.75	-	-
CONE 2026.04	64.69	27.9	38.82	-	-
Semantic-emb 2026.04	64.43	21.78	33.6	-	-
Zero-shot 2026.04	64.09	17.58	31.62	-	-
Time-series 2026.04	62.28	29.62	39.34	-	-
GradSel 2026.04	62.09	32.2	36.68	-	-
Influence 2026.04	61.73	31.8	38.39	-	-
GRPO——advance 2026.04	61.54	15.74	18.91	10.05	26.56
K2K 2026.04	61.05	15.22	18.55	10.22	26.26
Influence 2026.04	60.54	27.2	36.1	-	-
IDS 2026.04	59.89	28.4	36.11	-	-
w/o retriever 2026.04	59.4	11.61	16	8.69	23.92
IDS 2026.04	59.14	19.73	32.97	-	-
Prompt-based 2026.04	58.72	10.78	15.05	8.13	23.17
GRPO 2026.04	58.4	13.8	16.9	9.1	24.55
Delta-KNN 2026.04	57.42	21.48	33.61	-	-
Semantic-emb 2026.04	56.9	22.32	35.15	-	-
KARE 2026.04	56.65	9.72	18.01	9.9	23.57
Time-series 2026.04	56.38	24.86	37.16	-	-
KARE 2026.04	56.19	10.38	11.67	6.19	21.11
SPELL 2026.04	55.43	20.92	34.51	-	-
RETAIN 2026.04	54.86	9.57	13.73	7.37	21.38
K2K 2026.04	54.56	10.29	17.27	9.45	22.89
Prompt-based 2026.04	54.29	12.01	15.44	8.36	22.52
Standard RAG 2026.04	54.19	9.34	11.94	6.34	20.45
Standard RAG 2026.04	54.11	8.43	16.35	8.9	21.95
GRU 2026.04	53.5	8.03	13.87	7.45	20.71
Random 2026.04	52.04	18.81	28.9	-	-
LMS3 2026.04	51.8	16.41	29.37	-	-
Deepr 2026.04	51.66	7.58	13.87	7.45	20.14
Delta-KNN 2026.04	51.52	15.66	25.22	-	-
AdaCare 2026.04	50.69	7.8	12.9	6.89	19.57
CONE 2026.04	50.4	18.93	32.79	-	-
w/o retriever 2026.04	48.9	7	13.78	7.4	19.27
GradSel 2026.04	47.26	17.32	31.23	-	-
StageNet 2026.04	47.14	7.1	9.97	5.25	17.37
TCN 2026.04	45.81	6.76	11.28	5.97	17.45