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News/Entropy Minimization without Model Collapse: Mitigating Prediction Bias in Medical Imaging
arxiv
PublishedJune 2, 2026 at 4:00 AM
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Entropy Minimization without Model Collapse: Mitigating Prediction Bias in Medical Imaging

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arXiv:2606.02339v1 Announce Type: new Abstract: Entropy minimization (EM) is the dominant objective for test-time adaptation, yet its failure mode, model collapse, remains poorly understood. In this work, we show that distribution shifts can cause feature clusters corresponding to distinct classes i

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