Medical evidence synthesis increasingly requires published studies, real-world clinical data and structured biomedical knowledge, yet most automated systems remain centered on literature retrieval and summarization. Here we present MES, a multi-agent framework for source-grounded medical evidence synthesis. MES coordin...
TrialCompass, a visual analytics system integrating a novel workflow, can empower clinicians to iteratively explore the vast space of eligibility criteria through knowledge-driven and outcome-driven approaches and support history-tracking to help clinicians trace the evolution of their adjustments and decisions when ex...
Rui Sheng, Xing-Bo Wang, Jiachen Wang et al.· IEEE Transactions on Visuali...· 1 citation
Dynamic Subspace Boosting (Dysco), a plug-in method that allocates client-specific LoRA subspaces in a federated and dynamic manner, and proves that Dysco's server-fixed merged subspaces yield a tighter upper bound on this error.