most citedVSF-Med:A Vulnerability Scoring Framework for Medical Vision-Language Models

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cs.LG2026

Predictive Entropy as a Joint Screen for Error and Paraphrase Instability in Medical Vision-Language Models

Binesh Sadanandan, Vahid Behzadan

Medical Vision-Language Models (VLMs) answering binary presence questions on chest radiographs can fail in two linked ways: they are confidently wrong, and they change answers when…

cs.LG2026

Multimodal Deep Learning for Early Prediction of Patient Deterioration in the ICU: Integrating Time-Series EHR Data with Clinical Notes

Binesh Sadanandan

Early identification of patients at risk for clinical deterioration in the intensive care unit (ICU) remains a critical challenge. Delayed recognition of impending adverse events,…