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Triage on MIMIC ECG Triage IV (test)

74.2Macro-AUROCAction-Conditioned Cardiac World Model (Latent Dynamics)
66.29668.34870.472.452Apr 24, 2026

Evaluation results

MethodLinks
Action-Conditioned Cardiac World Model (Latent Dynamics)Labels (y)=true, Patient ID=true, Eval. Protocol=Finetuned2026.0474.2
SupervisedLabels (y)=true, Patient ID=false, Eval. Protocol=End-to-End2026.0473.5
Action-Conditioned Cardiac World Model (Latent Dynamics)Labels (y)=true, Patient ID=true, Eval. Protocol=Linear Probe2026.0472.5
Naive SSL (Invariance)Labels (y)=false, Patient ID=true, Eval. Protocol=Finetuned2026.0467.9
Naive SSL (Invariance)Labels (y)=false, Patient ID=true, Eval. Protocol=Linear Probe2026.0466.6