Projects per year
Personal profile
Personal profile
I received the First-class (Hons) degree in Telecommunication Engineering from Jilin University of China in 2001 and the Ph.D. degree in Computing and Mathematics from University of Ulster, UK in 2007. After my PhD study, I worked as a Research Associate at University of Bradford and University of Bristol in the UK. I joined Xi’an Jiaotong-Liverpool University as a Lecturer in 2012. My current research interests include machine learning, data mining and pattern recognition.
Research interests
Machine Learning and Pattern Recognition
Data Mining
Application of machine learning techniques on large scale data
Experience
Senior Associate Professor in Foundational Mathematics, XJTLU, 2019-
Associate Professor in Mathematical Sciences, XJTLU, 2017 to 2019
Lecturer in Mathematical Sciences, XJTLU, 2012 to 2017
Post-doctoral Research Assistant, Bristol University, UK - 2009 to 2012
Post-doctoral Research Assistant, Bradford University, UK - 2007 to 2009
Network Analyzer, HuaWei Technology Ltd. - 2001 to 2002
Education/Academic qualification
PhD, in Computing and Mathematics, University of Ulster, UK
BSc, in Tecommunication Engineering, Jilin University, China
Research areas
- Statistical Analysis
- Machine Learning
- Pattern Recognition
Person Types
- Staff
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Collaborations and top research areas from the last five years
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Investigation of Robust Generalization of Adversarial Training in Deep Learning
Zhang, R. (CoPI) & Huang, K. (PI)
1/01/24 → 31/12/27
Project: Governmental Research Project
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Digitalization on Global Supply Chain
He, M. (PI), Zhu, X. (Team member), Zhang, R. (Team member) & Ma, F. (Team member)
12/05/23 → 12/05/27
Project: Collaborative Research Project
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Non-intrusive objective speech quality assessment by optimization in deep learning
Wen, M. (PI), Ma, F. (Team member), Zhang, R. (Team member) & 王煜 (Team member)
1/01/20 → 31/12/22
Project: Internal Research Project
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Diff-Oracle: Learning Styles and Contents to Augment Realistic Oracle Characters in Diffusion Model
Li, J., Wang, Q., Wang, S., Zhang, R., Huang, K. & Cambria, E., 21 Jun 2026, In: ACM Transactions on Multimedia Computing, Communications and Applications. 22, 6, 152.Research output: Contribution to journal › Article › peer-review
Open Access -
Lena-TRNN: Exploring energy flow for time series prediction
Gao, P., Zhang, R., Yang, X., Qian, Z. & Huang, K., Feb 2026, In: Neural Networks. 194, 108147.Research output: Contribution to journal › Article › peer-review
1 Citation (Scopus) -
One Trace Is Not Enough: Paired Probing for Runtime Backdoor Detection in Limited-Black-Box LLMs
Wang, Y., Chen, F., Zhang, R. & Huang, K., 21 Aug 2026.Research output: Contribution to conference › Paper › peer-review
Open AccessFile10 Downloads (Pure) -
Rethinking Real Image Editing: Unleashing Diverse Editing Operators via Multi-Objective Optimization
Wang, S., Yang, X., Zhou, Z., Shao, H., Zhang, R., Wang, Q., Cheng, G. & Huang, K., 6 Mar 2026, Proceedings - 2026 IEEE/CVF Winter Conference on Applications of Computer Vision, WACV 2026. Institute of Electrical and Electronics Engineers Inc., p. 4150-4159 10 p. (Proceedings - 2026 IEEE/CVF Winter Conference on Applications of Computer Vision, WACV 2026).Research output: Chapter in Book or Report/Conference proceeding › Conference Proceeding › peer-review
Activities
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15th International Conference on Brain Inspired Cognitive Systems, BICS
Zhang, R. (Organiser)
29 Nov 2025 → 1 Dec 2025Activity: Participating in or organising an event › Organising an event e.g. a conference, workshop, …
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2025 XJTLU Geometric Analysis Conference
Chi, H. (Organiser), Fei, J. (Member of programme committee), Liu, Y. (Member of programme committee), Zhang, K. (Member of programme committee), Zhang, R. (Member of programme committee), Zhang, Y. (Chair) & Zhou, W. (Member of programme committee)
16 May 2025 → 19 May 2025Activity: Participating in or organising an event › Organising an event e.g. a conference, workshop, …
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Year 1 Dialogue Session for MTH019
Chen, F. (Chair), Zhang, K. (Organiser), Zhang, R. (Organiser) & Fei, J. (Member of programme committee)
13 Nov 2024Activity: Participating in or organising an event › Participating in an event e.g. a conference, workshop, …
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Investigation of Explainable Arbitrary-Step Time Series Prediction with Deep Neural Networks
Zhang, R. (Supervisor), Wang, Q. (Co-supervisor) & Dong, Y. (Co-supervisor)
1 Sept 2024 → …Activity: Supervision › PhD Supervision
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Unified Spectral Graph Neural Networks with Diverse Spectral Filters
Zhang, R. (Supervisor), Wang, Q. (Co-supervisor) & Cheng, G. (Co-supervisor)
1 Dec 2023 → …Activity: Supervision › PhD Supervision