cv
Curriculum Vitae
General Information | 基本信息
| Full Name | 姓名 | Yayuan Li |
| Position | 身份 | Ph.D. Student (since 2025), School of Computer Science, Nanjing University 南京大学计算机学院博士研究生(2025级) |
| Email | 邮箱 | liyayuan@smail.nju.edu.cn |
| Homepage | 主页 | https://himuwu.com/resume/ |
| GitHub | https://github.com/lyymuwu |
| Google Scholar | 谷歌学术 | https://scholar.google.com/citations?user=5C-40K4AAAAJ |
| Research Interests | 研究方向 | Model Merging, Knowledge Transfer, Training-Free Adaptation, Multimodal Few-shot Learning 模型融合、知识迁移、免训练适配、多模态小样本学习 |
Education | 教育背景
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2025 - Present Ph.D. in Computer Science
Nanjing University - Advisor: Prof. Yinghuan Shi
导师:史颖欢教授 - Focus: Efficient adaptation and composition of large models.
研究重点:大模型高效适配与能力组合
- Advisor: Prof. Yinghuan Shi
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2023 - 2025 M.S. in Computer Science
Nanjing University - M.S. in Computer Science, Nanjing University
南京大学计算机科学硕士
- M.S. in Computer Science, Nanjing University
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2019 - 2023 B.S. in Computer Science
Beijing Jiaotong University - B.S. in Computer Science, Beijing Jiaotong University
北京交通大学计算机科学学士
- B.S. in Computer Science, Beijing Jiaotong University
Publications | 代表论文
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2025 Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP
AAAI (CCF-A) - Authors: Yayuan Li, Jintao Guo, Lei Qi, Wenbin Li, Yinghuan Shi.
作者:李雅元,郭金涛,齐磊,李文斌,史颖欢。
- Authors: Yayuan Li, Jintao Guo, Lei Qi, Wenbin Li, Yinghuan Shi.
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2025 Social jetlag elicits fatty liver via perturbed circulating prolactin rhythm-mediated circadian remodeling of hepatic lipid metabolism
Military Medical Research (SCI Q1, IF 22.9) - Co-first author.
共同第一作者。
- Co-first author.
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2025 MAGIC: Achieving Superior Model Merging via Magnitude Calibration
arXiv - Authors: Yayuan Li, Jian Zhang, Jintao Guo, et al.
作者:李雅元,张剑,郭金涛等。
- Authors: Yayuan Li, Jian Zhang, Jintao Guo, et al.
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2026 When Shared Knowledge Hurts: Spectral Over-Accumulation in Model Merging
arXiv - Authors: Yayuan Li, Ze Peng, Jian Zhang, et al.
作者:李雅元,彭泽,张剑等。
- Authors: Yayuan Li, Ze Peng, Jian Zhang, et al.
Honors and Awards | 荣誉与奖励
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2025 - Jiangsu Financial Leasing Scholarship
江苏金融租赁奖学金 - Outstanding Youth League Cadre, Nanjing University
南京大学优秀共青团干部 - Co-first-author paper accepted by Military Medical Research (SCI Q1, IF 22.9)
与鼓楼医院合作论文被 Military Medical Research 录用(共同一作)
- Jiangsu Financial Leasing Scholarship
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2024 - Excellence in Master's Assessment, Nanjing University
南京大学硕士中期考核卓越 - Outstanding Youth League Member, Nanjing University
南京大学优秀共青团员
- Excellence in Master's Assessment, Nanjing University
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2023 - Postgraduate Academic Scholarship (First Class)
南京大学研究生学业一等奖学金 - Outstanding Graduate, Beijing Municipality
北京市优秀毕业生 - Outstanding Graduate, Beijing Jiaotong University
北京交通大学优秀毕业生
- Postgraduate Academic Scholarship (First Class)
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2022 - National Scholarship
国家奖学金 - Finalist, MCM
美国大学生数学建模竞赛 Finalist - MathorCup National Third Prize
MathorCup 高校数学建模挑战赛全国三等奖
- National Scholarship
Projects | 项目经历
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2023.03 - 2023.08 ChatDRG: DRG-oriented medical insurance QA large model (Core Contributor)
Smart medical insurance domain project - Built a vertical QA system for DRG terminology interpretation, regional medical insurance settlement data query, multi-turn dialogue, and streaming response.
面向医保场景构建 DRG 垂直问答系统,支持术语释义、地区结算查询、多轮对话与流式响应。 - Led data and algorithm tasks: automatic Excel-query dataset generation, terminology cleaning/expansion, low-quality sample feedback training, and backend table-query refactor.
负责数据与算法核心工作:自动化数据集生成、术语清洗扩充、低质量样本回灌训练与查询后端重构。 - Iterated model/back-end solutions (including ChatGLM/CPM-BEE/Aquila exploration), and improved fuzzy search, result export, and query robustness in real-world use.
迭代模型与后端方案(含 ChatGLM/CPM-BEE/Aquila 等探索),并增强模糊检索、结果导出与真实场景鲁棒性。
- Built a vertical QA system for DRG terminology interpretation, regional medical insurance settlement data query, multi-turn dialogue, and streaming response.