Papers by Ting-Zhu Huang
A Knowledge-driven Adaptive Collaboration of LLMs for Enhancing Medical Decision-making (2025.emnlp-main)
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| Challenge: | Medical decision-making often involves integrating knowledge from multiple clinical specialties. static, pre-assigned roles hinder adaptability and dynamic knowledge integration. |
| Approach: | They propose a Knowledge-driven Adaptive Multi-Agent Collaboration framework that emulates large language models to emulate expert teamwork. |
| Outcome: | The proposed framework outperforms single-agent and advanced multi-agend methods on two real-world medical scenarios. |