About Me

Hello! I'm Yuhe Wu (吴宇赫), an undergraduate student majoring in Economic Statistics at Dongbei University of Economic and Finance, expecting to graduate in July 2026. Currently, I am conducting research at the Fintech Lab within the School of Fintech, under the supervision of Zhuang Liu.

Before focusing on research, I was an Artificial Intelligence enthusiast dedicated to developing AI products and programs aimed at improving people's lives. My work in this area was recognized with the National Third Prize in the China International College Students’ Innovation Competition.

My research interests primarily involve Deep Learning and Large Language Models (LLMs), specifically focusing on areas such as Explainability Analysis of Machine Learning, LLM Reasoning, applying Operation Research techniques to LLMs, and Data Generation for Financial Datasets. Fundamentally, my work is dedicated to advancing explainability in AI.

🎓 Education

2022.09 - 2023.09, Business Administration, Dongbei University of Finance and Economic (DUFE), Dalian.
2023.09 - Now, Economic Statistics, Dongbei University of Finance and Economic (DUFE), Dalian.

💼 Research Experience

2025.01 - Now, Research Intern, National Accounting Society, Dongbei University of Finance and Economic.
2023.11 - Now, Research Group Leader, Fintech Lab, Dongbei University of Finance and Economic.

📜 Publication

Journal Article

▸ Zhuang Liu*, Yuhe Wu, Yuran Chen. "Unveiling the Dual-Edged Sword: Securing LLMs Against Data Poisoning via Multilingual and Multi-Dimensional Strategies." In MIS Quarterly. [Under Review, UTD24]

▸ Zhuang Liu, Yuhe Wu, Donghang Zheng, Yuran Chen, Shanshan Li, Yutong Zhang, Yueyao Ma, Miao Yu, Wayne Lin, Xuhui Wang*. "Bridging ESG Text Analysis and Global Value Chain Resilience Through AI-Driven Innovation." In INFORMS Journal on Computing. [Under Review, UTD24]

▸ Yuhe Wu, Yuran Chen, Zhuang Liu*, Wayne Lin. "Enhancing Financial Decision-Making under Cyber Threats: A Dual-Branch Framework Integrating Bayesian Deep Learning and Explainable AI." In Annals of Operations Research. [Under Review, ABS3]

▸ Yuhe Wu, Yutong Zhang, Yuran Chen, Zhiyan Duan, Qiyan Shi, Zhuang Liu*. "TMOR: A Counterfactual and Chain-of-thought Framework for Operation Research Fine-tuning." In Journal of the Operational Research Society. [Under Review, ABS3]

▸ Zhuang Liu*, Yuhe Wu, Yuran Chen, Ruitong Liu, Yanning Dong, Jun Zhao. "通信-感知-计算融合：关键技术、挑战与未来趋势." In 计算机科学与探索. [Accepted, CCF T2, 北大中文核心]

▸ Zhuang Liu*, Yuhe Wu, Yuran Chen, Yujing Jiang, Yutong Zhang, Jiani Liu, Xuanrui Zhang, Jun Zhao. "面向低空经济的低空网络技术创新与应用：架构、挑战与发展趋势." In 中国科学：信息科学. [Under Review, CCF T1, 北大中文核心]

▸ Zhuang Liu*, Yuhe Wu, Yuran Chen, Xinyue Su. "PolluVCCT模型：多源数据与混合深度学习的空气污染预测研究." In 运筹与管理. [Under Review, 中国管理科学A类, CSSCI]

▸ Zhuang Liu*, Yuhe Wu, Yuran Chen, Xinyue Su, Ruitong Liu, Yanning Dong, Wayne Lin. "贝叶斯机器学习的最新进展：经济学和金融学中的应用." In 计算机学报. [Under Review, CCF T1, 北大中文核心]

Conference Paper

▸ Zhuang Liu*, RuitongLiu, Yuran Chen, Yuhe Wu, Zhiyan Duan, Qiyan Shi. "Alternative Option: Beyond Left-Right: A Multilingual and Multidimensional Dataset for Decoding Ideology in Social Media." In ACL 2025. [Under Review, CCF A]

▸ Zhuang Liu*, Shuang Tian, Ruitong Liu, Yuhe Wu, Yuran Chen, Yueyao Ma. "FinGLUE: A Comprehensive Benchmark for Evaluating Financial Large Language Models." In KDD 2025. [Under Review, CCF A]

▸ Yuhe Wu, Yuran Chen,Zhuang Liu*. "BnetX: A Dual-Branch Risk Detection Framework with Bayesian Uncertainty and XAI." In CIKM 2025. [Under Review, CCF B]

▸ Yuhe Wu, Yuran Chen, Yiming Chang,Zhuang Liu*. "Reliable Financial Fraud Detection: Bayesian-Transformer Networks with Uncertainty-Guided Hierarchical Explainability." In ECMLPKDD 2025. [Under Review, CCF B]

▸ Zhuang Liu*, Yuhe Wu, Yuran Chen, Jiatong Zhang. "POLARIS：面向大语言模型显隐性偏见的多维度评估基准." In CCFAI 2025. [Accepted]

✨ Others

🥇 Competition Awards🥈🥉🏅🎖️

National Level

Second Prize🥈, 9th Finance and Economics Innovation and Entrepreneurship Competition (第九届财经创新创业大赛), Team Leader, 2024
Second Prize🥈, 2024 Asia Pacific Mathematical Contest in Modeling for College Students (2024年亚太地区大学生数学建模竞赛), Team Leader, 2024
Second Prize🥈, 2024 ShuWei Cup International College Student Mathematical Contest in Modeling (2024数维杯国际大学生数学建模竞赛), Team Leader, 2024
Silver Award🥈, 4th National College Student Organization and Management Skills Competition (第四届全国大学生组织管理能力大赛), Team Leader, 2023
Third Prize🥉, 2024 10th National College Student Statistics Modeling Competition (2024第十届全国大学生统计建模大赛), Team Leader, 2024
Third Prize🥉, 3rd National ETF Elite Challenge (第三届全国ETF菁英挑战赛), Team Leader, 2025
National Level Completion🎖️, 2024 National College Student Innovation and Entrepreneurship Training Program Project (2024大学生创新创业训练计划项目国家级), Project Leader, 2024
Bronze Award🥉, 2024 China International College Students’ Innovation Competition (2024中国国际大学生创新大赛), Core Member (2/15), 2024
Third Prize🥉, “Zheng Da Cup” 15th National College Student Market Research and Analysis Competition (“正大杯”第十五届全国大学生市场调查与分析大赛), Core Member (2/5), 2025
National Top 100🎖️, 2024 “ICBC Cup” National College Student FinTech Innovation Competition (2024“工行杯”全国大学生金融科技创新大赛), Core Member (2/3), 2024

Provincial Level

Second Prize🥈, 10th East Money Cup National College Student Financial Challenge (第十届东方财富杯全国大学生金融挑战赛), Team Leader, 2024
Bronze Award🥉, 2024 “Creating Youth” Liaoning Innovation and Entrepreneurship Competition (2024“创青春”辽宁创新创业大赛), Team Leader, 2024
Bronze Award🥉, 2024 “Challenge Cup” Liaoning Innovation and Entrepreneurship Plan Competition (2024挑战杯辽宁省创新创业计划竞赛), Team Leader, 2024
Bronze Award🥉, “CCB Cup” Liaoning Provincial College Student Innovation Competition (“建行杯”辽宁省大学生创新大赛), Team Leader, 2024
Third Prize🥉, 18th iCAN College Student Innovation and Entrepreneurship Competition (第十八届iCAN大学生创新创业大赛辽宁赛区), Team Leader, 2024
Third Prize🥉, 2023 “ICBC Cup” National College Student FinTech Innovation Competition (2023“工行杯”全国大学生金融科技创新大赛), Core Member (2/3), 2023
Provincial Level Completion🎖️, 2024 Provincial College Student Innovation and Entrepreneurship Training Program Project (2024大学生创新创业训练计划项目省级), Core Member (2/5), 2024

📝 Reviewer

INFORMS Journal on Computing (UTD24)
IEEE Transactions on Neural Networks and Learning Systems (Q1,中科院一区TOP)
Journal of Business Research (Q1,中科院一区TOP，ABS3)
Data Mining and Knowledge Discovery(Q2)
ACL 2025(CCF A)
KDD 2025(CCF A)
ICDE 2025(CCF A)

💸 Honorable Awards

First-Class Scholarship (2023，2024)，[2000 CNY]
Third-Class Scholarship (2025)，[500 CNY]
Merit Student (University Level) (2023, 2024)，[500 CNY]
Dormitory Leader, Model Dormitory for Academic Atmosphere (2023), [1000 CNY]
Excellent Individual in Innovation and Entrepreneurships (2024), [1000 CNY]
Excellent Innovation and Entrepreneurship Team Scholarship (2025), [3920 CNY]
Excellent Communist Youth League Member (2023)
Advanced Individual in Academic Competitions (2025)

🛠️ Personal Skills

Large Language Models (LLMs) 🤖: Proficient with mainstream text & multimodal LLMs (e.g., DeepSeekV3/R1, Qwen series, Llama series). Experienced with the full pipeline of Supervised Fine-Tuning (SFT) and Reinforcement Learning Fine-Tuning (RLFT/RLHF) 🔄. Extensive experience with LLM API integration and model fine-tuning 🛠️.

Econometrics, Programming & Modeling 📈: Proficient with SPSS, Stata, SAS for econometric analysis & forecasting. Skilled in Python 🐍 & R 📊 for data science. Familiar with deep learning frameworks (e.g., PyTorch ), Linux development environments 🐧, Conda environment management, and mathematical model implementation in Matlab 🔢.

Research & Software Proficiency 🔥: Proficient with LaTeX ✍️ (Typesetting), Origin & Visio 📊 (Graphing), MS Office Suite (Word, Excel, PowerPoint) 📄, and financial data terminals (Wind, Choice) 💹.

Bilingual Writing ✍️: Proficient in both Chinese 🇨🇳 and English 🇬🇧 academic writing; Experienced with journal submissions and reviewer responses.

📚 Club

BA Foreign Language Club, (BA外语俱乐部), 2022.10 - Present
Economics Society, (经济学会), 2022.10 - Present

🌟 Hobbies

🎸 Guitar. I have a strong passion for playing the guitar, enjoying both learning songs.
🎤 Music. I am particularly fond of Hip-hop、R&B and J-POP music.
🏸 Badminton. I enjoy playing badminton; it’s a great way to stay active and have fun.

🌐 related report

[2024.10] 国创赛，点亮上海！

[2025.01] 东北财经大学师生参加全国财经院院校创新创业联盟2024年年会暨第九届全国财经院校创新创业大赛并获奖

[2025.04] 2025年辽宁省普通高等学校本科大学生市场调查与分析大赛暨“正大杯”第十五届全国大学生市场调查与分析大赛辽宁赛区选拔赛成功举办

🚀 Startup Projects

Here are some of the entrepreneurial projects I have initiated. These projects reflect my passion with real-world applications to bring innovative ideas to life.

Project Introduction

🌱 “远洋牧民”项目 (Ocean Pastocal)

“远洋牧民”项目起源于团队成员为帮助家人解决海参养殖困境而建立的同名调研小组。由于缺乏经验，其父母的养殖事业屡次面临亏损，这促使我们启动了这次深入的调研行动。

🔍 深入调研与问题发现 小组实地走访了长兴岛、棒棰岛等地的20余家工厂和50余户养殖户。调研揭示，传统海参养殖极度依赖经验和难以预测的环境因素，导致行业门槛高，散户和小规模养殖场经营风险大，收入提升困难。

📊 市场分析与挑战 通过发放3000余份问卷和对20余家线下门店的考察，我们发现市场上的海参产品形式单一，缺乏明确的市场细分，销售渠道狭窄。营销模式的转型迫在眉睫。

💡 跨学科团队与创新方案 团队汇集了来自财经、理工、农业、海洋等多个学科背景的成员，撰写了8份详细的调研报告。以培育新质生产力、实现技术创新为目标，我们成功获得了3项专利、5项软件著作权，并发表了2篇相关论文，还得到了高校6项发明专利的授权支持。

💻 技术核心与成效 我们以传感器和物联网技术为核心，搭建了一套智能水产养殖管理体系。该体系旨在量化养殖决策，打破对传统经验的依赖，有效降低成本、提升产量。目前已成功帮助20余位渔民突破了养殖困境，在鲍鱼肚村等地取得了显著成效 ✅。

🛒 营销推广与合作 在验证了技术方案的有效性后，团队为“辽参”的推广量身打造了完整的营销方案。我们以“看得见、吃得起、真感受、倍健康”为理念，积极开展校企合作，已与北斗公司、玖福团膳等20余家企业达成合作协议，共同开发了海参小米粥、海参盲盒、定制礼盒等创新产品 🎁。

⚙️ 使命与愿景： 从最初的五人调查小组发展至今，“远洋牧民”所承载的已远不止一个小渔村的希望。我们着眼于广阔的海洋和无数的消费者，以助力乡村振兴、推广辽参品牌为使命，正乘风破浪，致力于在行业内掀起变革的浪潮 🌊。

Co-founders: Yuhe Wu, Chongyun Ma, Yingjie Shi, Hongyi Zhu, Zichen Bin.
Wechat Official Account: 远洋牧民
Xiaohongshu: View on Xiaohongshu
Logo:
Mascot:

Yuhe Wu