#healthcare ai
topichealthcare ai
3 papers · 1 filter
cs.AI2026
A Cost-Effective Multimodal LLM Reasoning Framework for Question Answering over Irregular Clinical Time Series
Frank Nie, Ethan B Liu, Yuan Zhu +2
The paper introduces ClinPRISM, a multimodal large language model framework that efficiently answers questions over irregular clinical time series by using a multi-scale encoder, a…
cs.CL2026
Beyond the Leaderboard: Design Lessons for Trustworthy Multimodal VQA
Sushant Gautam, Vajira Thambawita, Michael A. Riegler +2
The paper studies how design choices affect the reliability and interpretability of multimodal visual question answering systems for gastrointestinal endoscopy, finding that struct…
cs.AI2026
The Path to Self-Evolving Clinical Systems: Scaling Medical Agents from Assistance to Autonomy
Chunzheng Zhu, Lei Tian, Bohan Tan +16
The paper outlines a roadmap for developing medical AI agents that move from assisting clinicians to operating autonomously, focusing on scaling frameworks, capabilities, and clini…