研究

🌟 研究兴趣

我目前的研究聚焦于人工智能与商业的交叉领域,重点关注大语言模型、AI 智能体、信息检索与抽取,以及用于理解动态商业系统的图学习方法。

方法研究

  • 大语言模型(LLM)
  • AI 智能体
  • 信息检索与抽取
  • 图学习

应用研究

  • 供应链网络
  • 企业信用风险
  • 商业决策支持
  • 金融文本分析

👩‍💻‍ 研究经历

2026 年至今
研究助理教授 深圳河套学院社会科学人工智能中心
2024—2026 年
博士后研究员 香港科技大学工商管理学院 导师:Yi Yang教授

🎓 教育经历

2018—2023 年
计算机科学与技术博士 北京邮电大学 导师:程渤教授
2021—2023 年
联合培养博士生 新加坡科技设计大学 导师:Wei Lu教授
2014—2018 年
通信工程学士 西安电子科技大学

📝 在研论文

Hypergraph Modeling of Supply Chains: Unveiling the Impact of High-Order and Temporal Dynamics on Credit Risk Prediction.
Jiale Han, Yi Yang, Yangyang Fan, Zhongju Zhang.
Production and Operations Management. UTD 24 大修
HoneyImage: Verifiable, Harmless, and Stealthy Dataset Ownership Verification for Image Models. 论文
Zhihao Zhu, Jiale Han, Yi Yang.
Management Information Systems Quarterly. UTD 24 大修
RAG Meets Temporal Graphs: Time-Sensitive Modeling and Retrieval for Evolving Knowledge. 论文代码
Jiale Han, Austin Cheung, Yubai Wei, Zheng Yu, Xusheng Wang, Bing Zhu, Yi Yang. 审稿中

📚 代表性论文

* 共同第一作者, 通讯作者。完整论文列表请参见 Google Scholar

Human or Machine? A Preliminary Turing Test for Speech-to-Speech Interaction. 论文代码
Xiang Li, Jiabao Gao, Sipei Lin, Xuan Zhou, Chi Zhang, Bo Cheng, Jiale Han, Benyou Wang.
International Conference on Learning Representations. ICLR 2026
DLP: Dynamic Layerwise Pruning in Large Language Models. 论文代码
Yuli Chen, Bo Cheng, Jiale Han, Yingying Zhang, Yingting Li, Shuhao Zhang.
International Conference on Machine Learning. ICML 2025
Adapting General-Purpose Embedding Models to Private Datasets Using Keyword-based Retrieval. 论文代码
Yubai Wei, Jiale Han, Yi Yang.
Findings of the Association for Computational Linguistics. ACL Findings 2025
Explain-Analyze-Generate: A Sequential Multi-Agent Collaboration Method for Complex Reasoning. 论文
Wenyuan Gu*, Jiale Han*, Haowen Wang, Xiang Li, Bo Cheng.
Joint International Conference on Computational Linguistics, Language Resources and Evaluation. COLING 2025
VideoQA-TA: Temporal-Aware Multi-Modal Video Question Answering. 论文代码
Zhixuan Wu, Bo Cheng, Jiale Han, Jiabao Ma, Shuhao Zhang, Yuli Chen, Changbo Li.
Joint International Conference on Computational Linguistics, Language Resources and Evaluation. COLING 2025 杰出论文
Towards Hard Few-Shot Relation Classification. 论文
Jiale Han, Bo Cheng, Zhiguo Wan, Wei Lu.
IEEE Transactions on Knowledge and Data Engineering. TKDE 2023
Generative Prompt Tuning for Relation Classification. 论文代码
Jiale Han, Shuai Zhao, Bo Cheng, Shengkun Ma, Wei Lu.
Findings of the Association for Computational Linguistics: EMNLP. EMNLP Findings 2022
Exploring Task Difficulty for Few-Shot Relation Extraction. 论文代码
Jiale Han, Bo Cheng, Wei Lu.
Conference on Empirical Methods in Natural Language Processing. EMNLP 2021
Learning Discriminative and Unbiased Representations for Few-Shot Relation Extraction. 论文
Jiale Han, Bo Cheng, Guoshun Nan.
ACM International Conference on Information and Knowledge Management. CIKM 2021
Open Domain Question Answering based on Text Enhanced Knowledge Graph with Hyperedge Infusion. 论文
Jiale Han, Bo Cheng, Xu Wang.
Findings of the Association for Computational Linguistics: EMNLP. EMNLP Findings 2020
Two-Phase Hypergraph based Reasoning with Dynamic Relations for Multi-Hop KBQA. 论文
Jiale Han, Bo Cheng, Xu Wang.
International Joint Conferences on Artificial Intelligence. IJCAI 2020
Hypergraph Convolutional Network for Multi-Hop Knowledge Base Question Answering. 论文
Jiale Han, Bo Cheng, Xu Wang.
AAAI Conference on Artificial Intelligence. AAAI 2020

🏆 获奖情况

🏅 杰出论文奖,第 31 届国际计算语言学大会(COLING),2025 年。
🎓 北京邮电大学优秀毕业生,2023 年。