Publications

Journal

From Physician Expertise to Clinical Agents - teaser image

From Physician Expertise to Clinical Agents: Preserving, Standardizing, and Scaling Physicians’ Medical Expertise with Lightweight LLM

Chanyong Luo^*, Jirui Dai^*, Zhendong Wang^*, Jing Wang, Kuichen, Jiaxi Yang, Bingjie Lu, Jiaxin Hao, Bing Li, Ruiyang He, Yiyu Qiao, Chenkai Zhang, Kaiyu Wang, Zhi Liu^✉, Zeyu Zheng^✉, Yan Li^✉, Xiaohong Gu^✉

Under review at npj Digital Medicine. Patent pending.
(* equal contribution, co-first authors; ✉ co-corresponding authors)

Project Website

Lightweight LLM framework for preserving, standardizing, and scaling physicians’ medical expertise into clinical agents.

DERM-3R: A Resource-Efficient Multimodal Agents Framework for Dermatologic Diagnosis and Treatment in Real-World Clinical Settings

Ziwen Chen^*, Zhendong Wang^*, Chongjing Wang^*, Yurui Dong, Luozhijie Jin, Jihao Gu, Kui Chen, Jiaxi Yang, Bingjie Lu, Zhou Zhang, Jirui Dai^✉, Changyong Luo^✉, Xiameng Gai^✉, Haibing Lan^✉, Zhi Liu^✉

Under review at Medical Image Analysis. Patent pending.
(* equal contribution, co-first authors; ✉ co-corresponding authors)

Project Website

The world's first multimodal intelligent agent for traditional chinese medicine dermatology.

Manuscripts in preparation

Additional journal manuscripts currently in preparation.

Conference

Comparative Analysis of Federated Learning Algorithms under Non-IID Data

Jirui Dai. (2024).

Proceedings of the 2024 Conference on Applied and Computational Engineering

DOI ResearchGate Paper Github

Comparative analysis of federated learning algorithms under non-IID data settings.