Huixue Zhou - RankMe

33 papers A 1Misc 1Journal 23Unranked 8

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	EpiScreen: Early Epilepsy Detection from Electronic Health Records with Large Language Models. CoRR Shuang Zhou, Kai Yu, Zaifu Zhan, Huixue Zhou, Min Zeng, Feng Xie, Zhiyi Sha, Rui Zhang
2026	J	`jnl`	HeartAgent: An Autonomous Agent System for Explainable Differential Diagnosis in Cardiology. CoRR Shuang Zhou, Kai Yu, Song Wang, Wenya Xie, Zaifu Zhan, Meng-Han Tsai, Yuen-Hei Chung, Shutong Hou, Huixue Zhou, Min Zeng, Bhavadharini Ramu, Lin Yee Chen, Feng Xie, Rui Zhang
2026	—	`conf`	MedQA-CS: Objective Structured Clinical Examination (OSCE)-Style Benchmark for Evaluating LLM Clinical Skills. EACL (Volume 1: Long Papers) Zonghai Yao, Zihao Zhang, Chaolong Tang, Xingyu Bian, Youxia Zhao, Zhichao Yang, Junda Wang, Huixue Zhou, Won Seok Jang, Feiyun Ouyang, Hong Yu
2025	J	`jnl`	An evaluation of DeepSeek Models in Biomedical Natural Language Processing. CoRR Zaifu Zhan, Shuang Zhou, Huixue Zhou, Jiawen Deng, Yu Hou, Jeremy Yeung, Rui Zhang
2025	—	`conf`	DrKGC: Dynamic Subgraph Retrieval-Augmented LLMs for Knowledge Graph Completion across General and Biomedical Domains. EMNLP (Findings) Yongkang Xiao, Sinian Zhang, Yi Dai, Huixue Zhou, Jue Hou, Jie Ding, Rui Zhang
2025	J	`jnl`	DrKGC: Dynamic Subgraph Retrieval-Augmented LLMs for Knowledge Graph Completion across General and Biomedical Domains. CoRR Yongkang Xiao, Sinian Zhang, Yi Dai, Huixue Zhou, Jue Hou, Jie Ding, Rui Zhang
2025	J	`jnl`	EPEE: Towards Efficient and Effective Foundation Models in Biomedicine. CoRR Zaifu Zhan, Shuang Zhou, Huixue Zhou, Zirui Liu, Rui Zhang
2025	—	`conf`	MCQG-SRefine: Multiple Choice Question Generation and Evaluation with Iterative Self-Critique, Correction, and Comparison Feedback. NAACL (Long Papers) Zonghai Yao, Aditya Parashar, Huixue Zhou, Won Seok Jang, Feiyun Ouyang, Zhichao Yang, Hong Yu
2025	J	`jnl`	PPBoost: Progressive Prompt Boosting for Text-Driven Medical Image Segmentation. CoRR Xuchen Li, Hengrui Gu, Mohan Zhang, Qin Liu, Zhen Tan, Xinyuan Zhu, Huixue Zhou, Tianlong Chen, Kaixiong Zhou
2025	A	`conf`	Protecting Privacy against Membership Inference Attack with LLM Fine-tuning through Flatness. SDM Tiejin Chen, Longchao Da, Huixue Zhou, Pingzhi Li, Kaixiong Zhou, Tianlong Chen, Hua Wei
2025	—	`conf`	The Efficiency vs. Accuracy Trade-off: Optimizing RAG-Enhanced LLM Recommender Systems Using Multi-Head Early Exit. ACL (1) Huixue Zhou, Hengrui Gu, Zaifu Zhan, Xi Liu, Kaixiong Zhou, Yongkang Xiao, Mingfu Liang, Srinivas Prasad Govindan, Piyush Chawla, Jiyan Yang, Xiangfei Meng, Huayu Li, Buyun Zhang, Liang Luo, Wen-Yen Chen, Yiping Han, Bo Long, Rui Zhang, Tianlong Chen
2025	J	`jnl`	The Efficiency vs. Accuracy Trade-off: Optimizing RAG-Enhanced LLM Recommender Systems Using Multi-Head Early Exit. CoRR Huixue Zhou, Hengrui Gu, Xi Liu, Kaixiong Zhou, Mingfu Liang, Yongkang Xiao, Srinivas Govindan, Piyush Chawla, Jiyan Yang, Xiangfei Meng, Huayu Li, Buyun Zhang, Liang Luo, Wen-Yen Chen, Yiping Han, Bo Long, Rui Zhang, Tianlong Chen
2024	J	`jnl`	A review of reinforcement learning for natural language processing and applications in healthcare. J. Am. Medical Informatics Assoc. Ying Liu, Haozhu Wang, Huixue Zhou, Mingchen Li, Yu Hou, Sicheng Zhou, Fang Wang, Rama Hoetzlein, Rui Zhang
2024	J	`jnl`	Complementary and Integrative Health Information in the literature: its lexicon and named entity recognition. J. Am. Medical Informatics Assoc. Huixue Zhou, Robin Austin, Sheng-Chieh Lu, Greg M. Silverman, Yuqi Zhou, Halil Kilicoglu, Hua Xu, Rui Zhang
2024	J	`jnl`	FuseLinker: Leveraging LLM's pre-trained text embeddings and domain knowledge to enhance GNN-based link prediction on biomedical knowledge graphs. J. Biomed. Informatics Yongkang Xiao, Sinian Zhang, Huixue Zhou, Mingchen Li, Han Yang, Rui Zhang
2024	J	`jnl`	LEAP: LLM instruction-example adaptive prompting framework for biomedical relation extraction. J. Am. Medical Informatics Assoc. Huixue Zhou, Mingchen Li, Yongkang Xiao, Han Yang, Rui Zhang
2024	J	`jnl`	MCQG-SRefine: Multiple Choice Question Generation and Evaluation with Iterative Self-Critique, Correction, and Comparison Feedback. CoRR Zonghai Yao, Aditya Parashar, Huixue Zhou, Won Seok Jang, Feiyun Ouyang, Zhichao Yang, Hong Yu
2024	J	`jnl`	MedQA-CS: Benchmarking Large Language Models Clinical Skills Using an AI-SCE Framework. CoRR Zonghai Yao, Zihao Zhang, Chaolong Tang, Xingyu Bian, Youxia Zhao, Zhichao Yang, Junda Wang, Huixue Zhou, Won Seok Jang, Feiyun Ouyang, Hong Yu
2024	—	`conf`	NoteChat: A Dataset of Synthetic Patient-Physician Conversations Conditioned on Clinical Notes. ACL (Findings) Junda Wang, Zonghai Yao, Zhichao Yang, Huixue Zhou, Rumeng Li, Xun Wang, Yucheng Xu, Hong Yu
2024	J	`jnl`	Privacy-preserving Fine-tuning of Large Language Models through Flatness. CoRR Tiejin Chen, Longchao Da, Huixue Zhou, Pingzhi Li, Kaixiong Zhou, Tianlong Chen, Hua Wei
2024	J	`jnl`	RT: a Retrieving and Chain-of-Thought framework for few-shot medical named entity recognition. J. Am. Medical Informatics Assoc. Mingchen Li, Huixue Zhou, Han Yang, Rui Zhang
2023	J	`jnl`	A Review of Reinforcement Learning for Natural Language Processing, and Applications in Healthcare. CoRR Ying Liu, Haozhu Wang, Huixue Zhou, Mingchen Li, Yu Hou, Sicheng Zhou, Fang Wang, Rama Hoetzlein, Rui Zhang
2023	J	`jnl`	EHRTutor: Enhancing Patient Understanding of Discharge Instructions. CoRR Zihao Zhang, Zonghai Yao, Huixue Zhou, Feiyun Ouyang, Hong Yu
2023	J	`jnl`	Extracting Complementary and Integrative Health Approaches in Electronic Health Records. J. Heal. Informatics Res. Huixue Zhou, Greg M. Silverman, Zhongran Niu, Jenzi Silverman, Roni Evans, Robin Austin, Rui Zhang
2023	J	`jnl`	NoteChat: A Dataset of Synthetic Doctor-Patient Conversations Conditioned on Clinical Notes. CoRR Junda Wang, Zonghai Yao, Zhichao Yang, Huixue Zhou, Rumeng Li, Xun Wang, Yucheng Xu, Hong Yu
2023	J	`jnl`	PaniniQA: Enhancing Patient Education Through Interactive Question Answering. CoRR Pengshan Cai, Zonghai Yao, Fei Liu, Dakuo Wang, Meghan Reilly, Huixue Zhou, Lingxi Li, Yi Cao, Alok Kapoor, Adarsha Bajracharya, Dan Berlowitz, Hong Yu
2023	J	`jnl`	PaniniQA: Enhancing Patient Education Through Interactive Question Answering. Trans. Assoc. Comput. Linguistics Pengshan Cai, Zonghai Yao, Fei Liu, Dakuo Wang, Meghan Reilly, Huixue Zhou, Lingxi Li, Yi Cao, Alok Kapoor, Adarsha Bajracharya, Dan Berlowitz, Hong Yu
2023	J	`jnl`	PeTailor: Improving Large Language Model by Tailored Chunk Scorer in Biomedical Triple Extraction. CoRR Mingchen Li, Ming Chen, Huixue Zhou, Rui Zhang
2023	—	`conf`	Repurposing Drugs for Alzheimer's Diseases through Link Prediction on Biomedical Literature. ICHI Yongkang Xiao, Yu Hou, Huixue Zhou, Gayo Diallo, Marcelo Fiszman, Julian Wolfson, Halil Kilicoglu, You Chen, Hua Xu, William G. Mantyh, Rui Zhang
2023	J	`jnl`	W-procer: Weighted Prototypical Contrastive Learning for Medical Few-Shot Named Entity Recognition. CoRR Mingchen Li, Yang Ye, Jeremy Yeung, Huixue Zhou, Huaiyuan Chu, Rui Zhang
2022	—	`conf`	Annotating Music Therapy, Chiropractic and Aquatic Exercise Using Electronic Health Record. ICHI Huixue Zhou, Greg M. Silverman, Zhongran Niu, Jenzi Silverman, Rui Zhang, Roni Evans, Robin Austin
2022	Misc	`conf`	CIHLex: Complementary and Integrative Health Lexicon. AMIA Huixue Zhou, Robin Austin, Halil Kilicoglu, Sheng-Chieh Lu, Rui Zhang
2022	—	`conf`	Developing Natural Language Processing to Extract Complementary and Integrative Health Information from Electronic Health Record Data. ICHI Huixue Zhou