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model-explainability

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papersTODAY 04:00 UTC

Frozen Physiological Encoder Keeps ICU Model Explanations Stable During Updates

A new arXiv paper proposes updating intensive care prediction models through a structurally bounded procedure that leaves the physiological encoder frozen. The authors argue this limits how much model behavior and its explanations can drift when patient data distributions change. The aim is to make adapted clinical models easier to audit after deployment.

healthcare/interpretability/model-updates/arxiv