3 papers
cs.CL2026
Benchmarking and Adapting On-Device LLMs for Clinical Decision Support
Alif Munim, Jun Ma, Omar Ibrahim +4
Large language models (LLMs) have rapidly advanced in clinical decision-making, yet the deployment of proprietary systems is hindered by privacy concerns and reliance on cloud-base…
cs.CV2026
From Performance to Practice: Knowledge-Distilled Segmentator for On-Premises Clinical Workflows
Qizhen Lan, Aaron Choi, Jun Ma +4
Deploying medical image segmentation models in routine clinical workflows is often constrained by on-premises infrastructure, where computational resources are fixed and cloud-base…
cs.LG2025
MedRAX: Medical Reasoning Agent for Chest X-ray
Adibvafa Fallahpour, Jun Ma, Alif Munim +2
Chest X-rays (CXRs) play an integral role in driving critical decisions in disease management and patient care. While recent innovations have led to specialized models for various…