Kangzheng Liu's Homepage

刘康正 (劉康正, Kangzheng LIU) Ph.D. Student [Publication List]

Natural Language Processing and Knowledge Graph (HUSTNLP) Lab, School of Computer Science and Technology
Huazhong University of Science and Technology (华中科技大学)

Data Science and Machine Intelligence (DSMI) Lab
School of Computer Science, Faculty of Engineering and Information Technology
University of Technology Sydney (悉尼科技大学)

UTS-Email: kangzheng DOT liu AT student DOT uts DOT edu DOT au
HUST-Email: frankluis AT hust DOT edu DOT cn

About Me | Research | Academic Services | Awards & Grants

News

[2025.04] Kangzheng is invited to serve as a Reviewer for ADMA'2025.
[2025.01] Kangzheng Successfully passes the Candidature Assessment 2 in HUST.
[2024.11] Kangzheng is invited to serve as a PC member for DASFAA'2025.
[2024.11] Kangzheng is awarded by the HUST Ph.D. National Scholarship.
[2024.10] Kangzheng Successfully passes the Candidature Assessment 2 in UTS.
[2024.09] One first-authored full research paper is accepted by ACM MM'2024.
[More]

About Me

Kangzheng Liu is currently a dual Ph.D. student at the School of Computer Science and Technology of the Huazhong University of Science and Technology, supervised by Prof. Feng Zhao, and the School of Computer Science of the University of Technology Sydney, supervised by Prof. Guandong Xu. Prior to that, Kangzheng obtained his B.Eng. in Computer Science and Technology from Hefei University of Technology in 2021.

Kangzheng's research scopes include but are not limited to Knowledge Graphs, Graph Learning, Multimodal, Timeseries. Kangzheng is also interested in other research areas of graph-related application such as Cognition-Driven Modeling and GNN-LLMs.

Education Background

2022.10- , Ph.D. Candidate at the University of Technology Sydney
2021.09- , Ph.D. Candidate at the Huazhong University of Science and Technology
2017.09-2021.06, Undergraduate Student at Hefei University of Technology

Publications

*: Equal Contribution, †: Corresponding Author

Conference Papers:

Kangzheng Liu, Feng Zhao†, Yu Yang, Guandong Xu*, "DySarl: Dynamic Structure-Aware Representation Learning for Multimodal Knowledge Graph Reasoning", The 32nd ACM International Conference on Multimedia (MM'2024), Melbourne, VIC, Australia, October 28-November 1, 2024. (CORE A*, CCF A) [PDF]

Kangzheng Liu, Feng Zhao†, Guandong Xu, Xianzhi Wang, Hai Jin, "RETIA: Relation-Entity Twin-Interact Aggregation for Temporal Knowledge Graph Extrapolation", The 39th International Conference on Data Engineering (ICDE'2023), Anaheim, CA, April 3-7, 2023. (CORE A*, CCF A) [PDF]

Kangzheng Liu, Feng Zhao†, Guandong Xu, Shiqing Wu, "IE-Evo: Internal and External Evolution-Enhanced Temporal Knowledge Graph Forecasting", The 2023 IEEE International Conference on Data Mining (ICDM'2023), Shanghai, Chian, December 1-4, 2023. (CORE A*, CCF B, Acceptance Rate: 9.9%) [PDF]

Kangzheng Liu, Feng Zhao†, Guandong Xu, Xianzhi Wang, Hai Jin, "Temporal Knowledge Graph Reasoning via Time-Distributed Representation Learning", The 2022 IEEE International Conference on Data Mining (ICDM'2022), Orlando, FL, USA, November 28-December 1, 2022. (CORE A*, CCF B, Acceptance Rate: 9.9%) [PDF]

Kangzheng Liu, Feng Zhao†, Hongxu Chen, Yicong Li, Guandong Xu, Hai Jin, "DA-Net: Distributed Attention Network for Temporal Knowledge Graph Reasoning", The 31st ACM International Conference on Information & Knowledge Management (CIKM'2022), Atlanta, GA, USA, October 17-21, 2022. (CORE A, CCF B) [PDF]

Journal Papers:

刘康正, 赵峰†, 金海, "FS-Net:面向时序知识图谱推理的频次统计网络", Journal of Software (《软件学报》). (中文CCF A类期刊) [PDF]

Kangzheng Liu, Feng Zhao†, Hai Jin, "FS-Net: Frequency Statistical Network for Temporal Knowledge Graph Reasoning", International Journal of Software & Informatics (IJSI), ISSN 1673-7288, CODEN IJSIBU. [PDF]

Preprint Papers:

Kangzheng Liu, Yuhong Zhang, "A Temporal Knowledge Graph Completion Method Based on Balanced Timestamp Distribution", CoRR (arXiv), abs/2108.13024, 2021. [PDF]

Patent Applications

Feng Zhao, Kangzheng Liu, Hai Jin, "Method for Temporal Knowledge Graph Reasoning Based on Distributed Attention", U.S. Patent, NO. US20230401466A1. (Application Pending)

赵峰, 刘康正, 金海, "一种分布式注意的时序知识图谱推理方法", 中国发明专利, NO. CN115033662A. (Application Pending)

Feng Zhao, Mingtao Chen, Kangzheng Liu, Hai Jin, "Knowledge-Graph Extrapolating Method and System Based on Multi-Layer Perception", U.S. Patent, NO. US20240086731A1. (Application Pending)

赵峰, 陈铭涛, 刘康正, 金海, "一种基于多层路径感知的知识图谱外推方法及系统", 中国发明专利, NO. CN115757804A. (Application Pending)

Projects

科技部, "装备制造后市场服务协同平台研发与应用", 国家重点研发计划课题 (National Key Research & Development Program of China ), 2023YFF0905500, 2023-11至2026-10, 在研, 参与.

教育部, "基于时序知识图谱和认知科学理论的事件决策和推理", 教育国际交流与合作专项 (International Cooperation and Exchanges in Education of China ), 102105222170010009117, 2023-01至2025-01, 在研, 项目骨干.

人社部, "知识驱动的多模态大语言模型推理关键技术", 2024国家外国专家项目 (2024 National Foreign Experts Program of China ), H20240937, 2025-03至2025-12, 在研, 项目骨干.

Academic Services

Conference Reviewer:

Reviewer for the 21st International Conference on Advanced Data Mining and Applications (ADMA'2025)
The 30th International Conference on Database Systems for Advanced Applications (DASFAA'2025, PC Member)
The ACM Web Conference 2024 (WWW'2024)
The 29th International Conference on Database Systems for Advanced Applications (DASFAA'2024, PC Member)
The 21th Pacific Rim International Conference on Artificial Intelligence (PRICAI'2024, PC Member)
The 20th Pacific Rim International Conference on Artificial Intelligence (PRICAI'2023, PC Member)
The 19th Pacific Rim International Conference on Artificial Intelligence (PRICAI'2022, PC Member)

Journal Reviewer:

Human-Centric Intelligent Systems (HCIN)

Awards & Grants

2024.11, National Scholarship, Huazhong University of Science and Technology| 国家奖学金 (Ph.D., 2024, Top student honor of China)

2024.10, 1st Place of School Research Showcase (poster), University of Technology Sydney (2024)
2024.10, Merit Student, Huazhong University of Science and Technology| 三好学生 (2024)
2023.10, Merit Student, Huazhong University of Science and Technology| 三好学生 (2023)
2023.04, UTS President's Scholarship
2022.10, Merit Student, Huazhong University of Science and Technology| 三好学生 (2022)
2020.10, National Scholarship, Hefei University of Technology | 国家奖学金 (B.Sc., 2020, Top student honor of China)
2020.04, MCM/ICM 2020 Honorable Mention
2019.10, National Scholarship, Hefei University of Technology | 国家奖学金 (B.Sc., 2019, Top student honor of China)
2019.04, MCM/ICM 2019 Honorable Mention
2018.10, National Scholarship, Hefei University of Technology | 国家奖学金 (B.Sc., 2018, Top student honor of China)