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ResearchFormerly WizWand

Length of Stay (LOS) Prediction on MIMIC-III (test)

67.4Macro ROC AUCGraph-Walker
51.33255.503559.67563.8465Apr 8, 2026
Updated 6mo ago

Evaluation results

MethodLinks
Graph-WalkerParadigm=Ours, Backbone=Qwen3-32B2026.0467.483.6——
EHR-embParadigm=Data Perspective, Backbone=Qwen3-32B2026.0463.0267——
SFTParadigm=Supervised, Backbone=Qwen3-32B2026.0460.4740.2——
RandomParadigm=Vanilla, Backbone=Qwen3-32B2026.0459.580.44——
LMS3Paradigm=Model Perspective, Backbone=Qwen3-32B2026.0458.1473.15——
Semantic-embParadigm=Data Perspective, Backbone=Qwen3-32B2026.0457.6574.16——
Delta-KNNParadigm=Model Perspective, Backbone=Qwen3-32B2026.0456.5564.86——
CONEParadigm=Model Perspective, Backbone=Qwen3-32B2026.0456.368.9——
Zero-shotParadigm=Vanilla, Backbone=Qwen3-32B2026.0455.7923.53——
InfluenceParadigm=Model Perspective, Backbone=Qwen3-32B2026.0454.2441.07——
SPELLParadigm=Model Perspective, Backbone=Qwen3-32B2026.0453.8775.06——
GradSelParadigm=Model Perspective, Backbone=Qwen3-32B2026.0453.8744.22——
IDSParadigm=Model Perspective, Backbone=Qwen3-32B2026.0452.4745.82——
Time-seriesParadigm=Data Perspective, Backbone=Qwen3-32B2026.0451.9538.06——
CKLELabels=50%, Observation horizon=96-hour2026.04——62.915.5
CKLELabels=100%, Observation horizon=96-hour2026.04——63.916.5
Cross-Modal ContrastiveLabels=50%, Observation horizon=96-hour2026.04——56.112.9
Cross-Modal ContrastiveLabels=100%, Observation horizon=96-hour2026.04——6315.9
OC-DistillLabels=50%, Observation horizon=96-hour2026.04——64.116.5
OC-DistillLabels=100%, Observation horizon=96-hour2026.04——63.916.5
Synthetic Notes AugmentationLabels=50%, Observation horizon=96-hour2026.04——62.815.8
Synthetic Notes AugmentationLabels=100%, Observation horizon=96-hour2026.04——63.116.1
TransformerLabels=50%, Observation horizon=96-hour2026.04——62.716
TransformerLabels=100%, Observation horizon=96-hour2026.04——63.816.4