研究领域
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因果关系发现：重点关注隐混淆、非独立同分布、时序因果等问题
因果机器学习：重点关注因果领域自适应、因果强化学习等方向
自然语言处理：重点关注大语言模型推理能力增强、Text2SQL等应用问题
典型应用场景：重点关注因果在智能运维、智能制造、智慧医疗等领域应用
论文成果
- Ruichu Cai, Zhifan Jiang, Kaitao Zheng, Zijian Li*, Weilin Chen, Xuexin Chen, Yifan Shen, Guangyi Chen, Zhifeng Hao, Kun Zhang. Learning Disentangled Representation for Multi-Modal Time-Series Sensing Signals. WWW 2025. (CCF A 类).
- Xuexin Chen, Ruichu Cai*, Kaitao Zheng, Zhifan Jiang, Zhengting Huang, Zhifeng Hao, Zijian Li. Unifying invariant and variant features for graph out-of-distribution via probability of necessity and sufficiency. Neural Networks,2025. (SCI 一区).
- Ruichu Cai, Haiqin Huang, Zhifan Jiang, Changze Zhou, Yuequn Liu, Yuming Liu, Zhifeng Hao, Zijian Li*. Disentangling Long-Short Term State Under Unknown Interventions for Online Time Series Forecasting. AAAI 2025. (CCF A 类).
- Ruichu Cai, Junhao Lu, Zhongjie Chen, Boyan Xu*, Zhifeng Hao. Handling Missing Entities in Zero-Shot Named Entity Recognition: Integrated Recall and Retrieval Augmentation. NAACL 2025. (CCF B 类).
- Ruichu Cai , Shengyin Yu , Jiahao Zhang , Wei Chen , Boyan Xu*, Keli Zhang. Dr.ECI: Infusing Large Language Models with Causal Knowledge for Decomposed Reasoning in Event Causality Identification. Coling 2025.(CCF B类).
- Jian Zhu，Shuliu Wu，Yutang Xiao*, Boyu Wang，Ruichu Cai. Dual-contrastive Multi-view Graph Attention Network for Industrial Fault Diagnosis under Domain and Label Shift. IEEE Transactions on Instrumentation & Measurement.,2025. (SCI 二区).
- Yali Feng, Wen Wen, Zhifeng Hao, Ruichu Cai. Time-aware tensor factorization for temporal recommendation. Applied Intelligence. 2025,35(36). (SCI二区).
- Zhun Fan, Zihao Xia, Che Lin, Gaofei Han, Wenji Li, Dongliang Wang, Yindong Chen, Zhifeng Hao, Ruichu Cai, Jiafan Zhuang. UAV Collision Avoidance in Unknown Scenarios with Causal Representation Disentanglement. Drones,2025 (SCI二区).
- Xuexin Chen, Ruichu Cai*, Zhengting Huang, Zijian Li, Jie Zheng, Min Wu*. Interpretable High-order Knowledge Graph Neural Network for Predicting Synthetic Lethality in Human Cancers. Briefings in Bioinformatics,2025 (SCI 二区).
- Yuguang Yan, Canlin Yang, Yuanlin Chen, Ruichu Cai*, Michael Ng. Hypergraph Learning for Unsupervised Graph Alignment via Optimal Transport.. AAAI 2025. (CCF A类).
专利
- 暂无内容
+153
蔡瑞初
个人信息
- 教授
博士生导师
硕士生导师 - 教师英文名称：Ruichu Cai
- 教师拼音名称：cairuichu
- 入职时间：2010-07-01
- 所在单位：计算机学院
- 学历：博士
- 性别：男
- 联系方式：cairuichu@gmail.com
- 学位：工学博士学位
- 职称：教授
- 在职信息：在职
学术荣誉：
- 2014当选：省高端人才
- 2021当选：国家优秀青年基金获得者
其他联系方式
- 邮箱: cairuichu@gdut.edu.cn
手机版