clinical symptom extraction 1local model deployment 1multi-agent system 1prompt optimization 1zero-shot learning 1
From the 1 of 2 linked papers with an AI index.
2 papers
cs.AI2026
A Multi-Agent System for Autonomous, Fine-Tuning-Free Clinical Symptom Detection: Development and Validation Study
Cameron Cagan, Pedram Fard, Jiazi Tian +3
The paper introduces Pythia, a multi‑agent system that automatically writes and optimizes prompts to extract clinical signs and symptoms from notes without fine‑tuning, and demonst…
cs.AI2026
Optimization Instability in Autonomous Agentic Workflows for Clinical Symptom Detection
Cameron Cagan, Pedram Fard, Jiazi Tian +3
Autonomous agentic workflows that iteratively refine their own behavior hold considerable promise, yet their failure modes remain poorly characterized. We investigate optimization…