Jian Liu

Jian Liu

Postdoctoral Fellow, The Chinese University of Hong Kong

Why Specialist Models Still Matter: A Heterogeneous Multi-Agent Paradigm for Medical Artificial Intelligence

Published in International Conference on Machine Learning (ICML 2026), 2026

Abstract

This work presents a heterogeneous multi-agent paradigm for medical artificial intelligence.

Recommended citation: Yanan Wang, Shuaicong Hu, Jian Liu, Guohui Zhou, Aiguo Wang, and Cuiwei Yang. "Why Specialist Models Still Matter: A Heterogeneous Multi-Agent Paradigm for Medical Artificial Intelligence." International Conference on Machine Learning (ICML 2026).