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Aditya Sharma

2 papers indexed

openalexKidney3602026-07-23

Predicting KRT or Death in Critically Ill Patients with Rhabdomyolysis Using Machine Learning

Joey Mercier, Aditya Sharma, Jim Boseovski

BACKGROUND: Rhabdomyolysis is associated with outcomes ranging from muscle injury to AKI, KRT, and death. Early identification of patients at highest risk of severe outcomes may help inform triage, monitoring, and nephrology consultation. We aimed to develop and externally valida…

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arxivcs.CVcs.AIcs.LG2026-07-08

When Prompts Ignore Structure: Graph-Based Attribute Reasoning for Calibrated VLMs

Tanay Sodha, Aditya Sharma, Ramya Hebbalaguppe, Vinti Agarwal, Pranav Murthy Yeluripaty

Reliable confidence estimation remains a key limitation of test-time adaptation in vision-language models (VLMs), where prompt tuning improves zero-shot accuracy but often degrades calibration due to entropy-driven overconfidence. Prior approaches mitigate this using LLM-derived…

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