Hello, my name is Yue Fang. I am currently pursuing a Ph.D. in Computer Science at Peking University. My research interests lie in medical large language models (LLMs), reinforcement learning (RL), and retrieval-augmented generation (RAG).

đź“– Educations

  • 2025.09 - now, Peking University, School of Computer Science, Ph.D. in Computer Science and Technology.
  • 2021.09 - 2024.07, Peking University, School of Software and Microelectronics, M.S. in Software Engineering.
  • 2017.09 - 2021.07, Nankai University, School of Cyberspace Security, B.S. in Information Security & LL.B. in Law (Dual Degree).

🔥 News

  • 2025.08:  🎉🎉 Our 3DS is accepted by EMNLP 2025 main conference.
  • 2025.06:  🎉🎉 Our TC-RAG is accepted by ACL 2025 main conference(oral).
  • 2025.06:  🎉🎉 Our HyKGE is accepted by ACL 2025 main conference.
  • 2025.05:  🎉🎉 Our HistoMOCO is accepted by Cells STAR Protocol 2025.

📝 Publications

Arxiv 2025
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Toward Better EHR Reasoning in LLMs: Reinforcement Learning with Expert Attention Guidance

Arxiv preprint

Yue Fang(co-first author), Yuxin Guo(co-first author), Jiaran Gao(co-first author), Hongxin Ding(co-first author), Xinke Jiang, Weibin Liao, Yongxin Xu, Yinghao Zhu, Zhibang Yang, Liantao Ma, Junfeng Zhao, Yasha Wang

Code Repository Here

EMNLP 2025
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3DS: Decomposed Difficulty Data Selection’s Case Study on LLM Medical Domain Adaptation

Hongxin Ding(co-first author), Yue Fang(co-first author), Runchuan Zhu(co-first author), Xinke Jiang, Jinyang Zhang, Yongxin Xu, Xu Chu, Junfeng Zhao, Yasha Wang

Code Repository Here

Arxiv 2025
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ProMed: Shapley Information Gain Guided Reinforcement Learning for Proactive Medical LLMs

Arxiv preprint

Hongxin Ding(co-first author), Baixiang Huang(co-first author), Yue Fang(co-first author), Weibin Liao, Xinke Jiang, Zheng Li, Junfeng Zhao, Yasha Wang

Code Repository Here

Arxiv 2025
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DFAMS: Dynamic-flow guided Federated Alignment based Multi-prototype Search

Arxiv preprint

Zhibang Yang, Xinke Jiang, Rihong Qiu, Ruiqing Li, Yihang Zhang, Yue Fang, Yongxin Xu, Hongxin Ding, Xu Chu, Junfeng Zhao, Yasha Wang

[Code Repository Coming Soon]

ACL 2025
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TC–RAG: Turing–Complete RAG’s Case study on Medical LLM Systems

Xinke Jiang(co-first author), Yue Fang(co-first author), Rihong Qiu(co-first author), Haoyu Zhang, Yongxin Xu, Hao Chen, Wentao Zhang, Ruizhe Zhang, Yuchen Fang, Xinyu Ma,Xu Chu, Junfeng Zhao, Yasha Wang

Code Repository Here

ACL 2025
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HyKGE: A Hypothesis Knowledge Graph Enhanced RAG Framework for Accurate and Reliable Medical LLMs Responses

Xinke Jiang, Ruizhe Zhang, Yongxin Xu, Rihong Qiu, Yue Fang, Zhiyuan Wang, Jinyi Tang, Hongxin Ding, Xu Chu, Junfeng Zhao, Yasha Wang

Code Repository Here

Cells STAR Protocol 2025
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