He Cheng
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  • Orchestrator-Centered Multi-Agent Systems for Clinical Reasoning

Orchestrator-Centered Multi-Agent Systems for Clinical Reasoning

Published

January 1, 2026

Orchestrator-Centered Multi-Agent Systems for Clinical Reasoning

This project develops a multi-agent clinical reasoning system in which specialized large language model agents generate, review, and refine diagnostic predictions through structured multi-step interactions.

The central orchestrator learns how to select agents, assign roles, and determine when to stop. The project investigates reinforcement learning methods based on diagnostic performance and inference cost, with the goal of supporting systems aligned with clinical decision-support workflows.

 

© 2026 He Cheng