Junwei Zhang holds the position of Assistant Researcher at the Medical Artificial Intelligence Center, Hangzhou Institute of Medicine, Chinese Academy of Sciences. He earned his Ph.D. from the College of Intelligence and Computing at Tianjin University, China. He is recognized as a young talent in Zhejiang Province and a high-level talent in Hangzhou City, and is a professional member of the China Computer Federation (CCF) and the Chinese Association for Artificial Intelligence (CAAI). His current research pursuits encompass Large Language Models, Quantum Machine Learning, and Al for Life Science. Throughout his career, Junwei has published more than ten academic papers as the first author at esteemed artificial intelligence conferences such as AAAI, ECAI, and CIKM. He has secured multiple invention patents and group standards, applied for several software copyrights (such as the self-developed academic club and bioinformatics tool platform, ScholarClub, ScholarClaw, LifeStudio), and served as a reviewer for reputable journals and conferences. Additionally, he has worked in-depth with leading companies in the industry, such as Alibaba and ByteDance, to establish a mature industry-university-research cooperation model.
2023.09 - now:
Assistant Researcher,
Chinese Academy of Sciences.
2017.09 - 2023.06:
Ph.D,
Tianjin University, China.
2015.09 - 2017.06:
Master,
Harbin University of Commerce, China.
2009.09 - 2014.06:
Bachelor,
Tiangong University, China.
Machine Learning:  Large Language Models,  Quantum Machine Learning.
AI for Life Science:  AIDD,  Nanobodies,  Personalized Cancer Vaccines.

Published as First Author:

Junwei Zhang, Tianheng Wang, Zeyi Zhang, et al. QiMLP: Quantum-inspired Multilayer Perceptron with Strong Correlation Mining and Parameter Compression. In AAAI, 2025: 22452-22460.Appendix, Codes
Junwei Zhang, Xiaolin Li. Quantum-inspired Non-homologous Representation Constraint Mechanism for Long-tail Senses of Word Sense Disambiguation. In AAAI, 2025: 25877-25885.
Junwei Zhang, Tianheng Wang, Tao Huang, et al. An Evaluation Framework for Long-tail Senses in Large Language Models and Word Sense Disambiguation. In DASFAA, 2025: 139-155.Datasets
Junwei Zhang, Ruifang He, Fengyu Guo, et al. Quantum Interference Model for Semantic Biases of Glosses in Word Sense Disambiguation. In AAAI, 2024: 19551-19559.
Junwei Zhang, Tianheng Wang, Chenyang Wang, et al. Emotional Polarity Attention Mechanism for Text Sentiment Analysis. In DASFAA, 2024: 3-18.
Junwei Zhang, Ruifang He, Fengyu Guo. Quantum-inspired Representation for Long-tail Senses of Word Sense Disambiguation. In AAAI, 2023: 13949-13957.
Junwei Zhang, Ruifang He, Fengyu Guo, et al. Disentangled Representation for Long-tail Senses of Word Sense Disambiguation. In CIKM, 2022: 2569-2579.
Junwei Zhang, Ruifang He, Fengyu Guo. Bi-matching Mechanism to Combat Long-tail Senses of Word Sense Disambiguation. In ECML-PKDD, 2022: 621-637.
Junwei Zhang, Zhao Li, Hao Peng, et al. Feedforward Neural Network Reconstructed from High-order Quantum Systems. In IEEE IJCNN, 2022: 1-8.
Junwei Zhang, Zhao Li, Jianmao Xiao, et al. Neural Network Model Reconstructed from Entangled Quantum States. In IEEE IJCNN, 2022: 1-8.
Junwei Zhang, Zhao Li, Juan Wang, et al. Quantum Entanglement Inspired Correlation Learning for Classification. In PAKDD, 2022: 58-70.
Junwei Zhang, Zhao Li, Ruifang He, et al. Interactive Quantum Classifier Inspired by Quantum Open System Theory. In IEEE IJCNN, 2021: 1-7.
Junwei Zhang, Ruifang He, Zhao Li, et al. Quantum Correlation Revealed by Bell State for Classification Tasks. In IEEE IJCNN, 2021: 1-8.
Junwei Zhang, Yuexian Hou, Zhao Li, et al. Strong Statistical Correlation Revealed by Quantum Entanglement for Supervised Learning. In ECAI, 2020: 1650-1657.

Published as Corresponding Author:

Ziling Li, Junwei Zhang, Yixuan Yang, Yuqiang Han, Xiaolin Li. JURIS: Bringing the Jury System to Multi-Agent Summarization. In IJCAI, 2026.
Tao Huang, Junwei Zhang, Pengju Yan, Rui Yang, Xiaolin Li. PathGPT: Path-enhanced LLMs for Knowledge Graph Completion. In ICAIAgent, 2026.
Tao Huang, Junwei Zhang, Pengju Yan, Rui Yang, Xiaolin Li. ChatAgents: Enhancing Autonomous Decision-Making in Multi-Agent Conversations via Intrinsic Motivation. In ICAIAgent, 2026.

Published as General Author:

Yunsong Wang, Junwei Zhang, Dongjin Yu, Xiaolin Li. IteraTri: Detecting Hallucination of LLM in Knowledge-Intensive QA via Iterative Verification. In APWeb-WAIM, 2026.
Zhongkun Zhu, Junwei Zhang, Dongjin Yu, Xiaolin Li. Text-attributed Graph Augmented Large Language Models for Question Answering. In KSEM, 2026.
Ziqiang Liu, Bowen Li, Zhenyu Xu, Yantao Li, Junwei Zhang, et al. CLM-access: A Specialized Foundation Model for High-dimensional Single-cell ATAC-seq analysis. In AAAI, 2026: 791-799.
Di Jin, Jun Yang, Xiaobao Wang, Junwei Zhang, et al. A Dynamic Knowledge Update-Driven Model with Large Language Models for Fake News Detection. In IJCAI, 2025: 3000-3008.
Mengnan Xiao, Ruifang He, Junwei Zhang, et al. Unleashing Pre-trained Masked Language Model Knowledge for Label Signal guided Event Detection. In DASFAA, 2023: 572-581.
Ruifang He, Mengnan Xiao, Jinsong Ma, Junwei Zhang, et al. Dual-Prompting Interaction with Entity Representation Enhancement for Event Argument Extraction. In NLPCC, 2023: 161-172.
Xiang Li, Zhigang Zhao, Dawei Song, Yazhou Zhang, Chunyang Niu, Junwei Zhang, et al. Variational Autoencoder based Latent Factor Decoding of Multichannel EEG for Emotion Recognition. In BIBM, 2019: 684-687.
Peng Guo, Junwei Zhang, et al. Quantum-inspired DMATT-BiGRU for Conversational Sentiment Analysis. In ICTAI, 2019: 1602-1606.

Published as First Author:

Junwei Zhang, Zhao Li. Quantum Contextuality for Training Neural Networks. Chinese Journal of Electronics (CJE), 2020, 29(6): 1178-1184.
贺瑞芳, 张俊伟. 一种融合定义与场景匹配机制的长尾词义消歧方法. 授权号: CN115600604B.
贺瑞芳, 张俊伟. 一种融合解耦表征的长尾词义消歧方法. 授权号: CN115600591B.
贺瑞芳, 张俊伟. 一种适用于小样本的类量子表征学习方法. 公开号: CN118446329A.
张俊伟, 李晓林. 基于情感极性注意力机制的文本情感分析方法、设备及介质. 公开号: CN118394935A.
张俊伟, 李晓林. 一种基于量子干涉模型的词义消歧方法、设备及存储介质. 公开号: CN118052226A.
张俊伟, 李晓林. 一种基于类量子非同源表征约束的词义消歧方法. 公开号: CN119830903A.
张俊伟, 李晓林. 一种挖掘特征间强相关性的类量子多层感知方法. 公开号: CN119830983A.
李晓林, 胡帅怿, 张俊伟, 等. 基于演绎逻辑机制的大语言模型幻觉检测方法. 公开号: CN121543730A.
李晓林, 王赟松, 张俊伟, 等. 一种基于动态子图检索的大语言模型幻觉检测方法. 公开号: CN121542847A.
李晓林, 李子凌, 张俊伟, 等. 一种基于多智能体协作的大语言模型信息处理方法. 申请号: 202610487072.6.
李晓林, 汪辉, 张俊伟, 等. 一种基于深度学习与多维度非线性评分融合的个体化新抗原预测方法. 申请号: 202610993467.3.
李晓林, 王桂江, 张俊伟, 等. 一种基于多维度特征融合的新抗原免疫原性预测筛选方法. 申请号: 202610487072.6.
李晓林, 王桂江, 张俊伟, 等. 一种MHC分型感知的异构预测动态融合系统及方法. 申请号: 202610487072.6.
张俊伟. 基于定义与场景匹配机制的（长尾）词义消歧平台 V1.0. 登记号: 2023SR1537483.
张俊伟. 基于解耦表征学习方法的（长尾）词义消歧平台 V1.0. 登记号: 2024SR0124723.
张俊伟. 基于类量子表征学习方法的（长尾）词义消歧平台 V1.0. 登记号: 2024SR0215346.
张俊伟. 基于类量子非同源表征约束机制的（长尾）词义消歧平台 V1.0. 登记号: 2024SR0516979.
张俊伟. 基于量子干涉模型对抗词义注释间语义偏差的词义消歧平台 V1.0. 登记号: 2024SR0163048.
张俊伟. 基于情感极性注意力机制的文本情感分析平台 V1.0. 登记号: 2024SR0652074.
张俊伟. 私域智能医疗知识问答系统 V1.0. 登记号: 2025SR0010875.
张俊伟. 私域智能任务流驱动系统 V1.0. 登记号: 2025SR0076244.
团体标准. 预防用 mRNA 疫苗早期临床研究规范, 发布号: T/CIET 1931-2025, 发布时间: 2025-11-25.
团体标准. mRNA肿瘤疫苗开发与应用指南, 发布号: T/CIET 2917-2026, 发布时间: 2026-06-17.
中国科学院杭州医学研究所人才科研启动经费, 50万, 2023.09 - 2026.08.
2025年度浙江省“尖兵领雁”科技计划项目子课题, 100万, 2025.01 - 2026.12.
2026年度中国科学院杭州医学研究所自主部署项目, 100万, 2026.07 - 2027.06.
中国农业大学、上海衍因科技、杭州医学所三方合作项目, 35万, 2025.05 - 2025.11.
政府间国际科技创新合作重点专项, 量子信息获取-检索的理论和应用研究, 324万, 2018.04 - 2021.03.
国家自然科学基金面上项目, 基于整体主义范式的量子人工智能-理论基础与方法研究, 62万, 2019.01 - 2022.12.
国家自然科学基金面上项目, 基于标签和跨领域知识的隐式篇章关系识别, 50万, 2024.01 - 2027.12.
入选杭州市 C 类高层次人才.
入选浙江省高层次人才培养计划青年人才.
人工智能与智能体国际会议（ICAIAgent 2026）最佳论文奖.
中国科学院杭州医学研究所 2024 年度优秀员工.