Academic Qualification

PhD. in Katholieke Universiteit Leuven, Belgium

MS. in Katholieke Universiteit Leuven, Belgium

MSE. in Nanjing University of Posts and Telecommunications

BE. in Huazhong University of Science and Technology

Teaching Area

• Data Mining

• Natural Language Processing

• Computer Networks

Research Area

• Reinforcement Learning

• Agentic AI

• Graph and Time-Series Data Mining

• Computer and Communication Networks

Working Experience

• Sep 2020 – present, Asst Professor / Assoc Professor, SCSE-FIE, MUST

• Nov 2010 – Jul 2020 Lecturer / Asst Professor, SECE, PKU Shenzhen Graduate School

• Apr 2010 – Oct 2010 Post-Doc Researcher, KULeuven, Belgium

• Oct 2001 – Jul 2003, Research Assistant, Imec, Belgium

Academic Publication (recent, selected)

1. Y. Xu, X. Mu, D. Li*, K. Liu, SRM-CSR: Unsupervised Aspect Category Detection Based on Semantic-Aware Relevance Modeling and Contextual Sentence Representation, Scientific Reports, AFP

2. Z. Lin, H. Ouyang, Y. Zou, Z. Liu, D. Li*, Long-term Prediction for EV Battery Aging Trend: A Deep Learning Approach, IEEE Transactions on Transportation Electrification, AFP

3. Y. Zou, Z. Xu, Q. Zhang, Z. Lin, T. Wang, Z. Liu, D. Li*, Few-Shot Learning with Manifold-Enhanced LLM for Handling Anomalous Perception Inputs in Autonomous Driving, IEEE Transactions on Intelligent Transportation Systems, AFP

4. Y. Zou, Z. Xu, T. Wang, G. Xiong, Z. Lin, D. Li*, Generative AI-Driven Dynamic Information Prioritization for Enhanced Autonomous Driving, IEEE Transactions on Intelligent Transportation Systems, AFP

5. W. Zhong, D. Li*, Y. Zou*, J. Guan, W. Wang*, Transformer-Driven Multi-Center Manifold Modeling Deep SVDD for Anomaly Detection in IIoT Networks, IEEE Internet of Things Journal, Vol. 13, No. 10, pp. 20071-20084, May 2026

6. H. Li, D. Li*, J. Zhang, Y. Zheng, C. Bai, 3D-MolGL: A Multimodal Framework for Integrating 3D Molecular Graphs into Language Models, Expert Systems With Applications, Vol. 312, 131437, May 2026

7. Z. Huang, W. Dai, Y. Zou, D. Li*, J. Cai, T.R. Gadekallu, W. Wang, Cooperative Traffic Scheduling in Transportation Network: a Knowledge Transfer Method, IEEE Transactions on Intelligent Transportation Systems, Vol. 27, No. 2, Feb 2026

8. W. Zhong, X. Mu, J. Zhang, D. Li*, AAGR: Graph-level Anomaly Detection with Anomaly-aware Graph Readout, Expert Systems With Applications, Vol. 293, 128672, Dec 2025

9. X. Feng, T. Huang, P. Wang, Z. Huang, H. Zhang, Y. Zou, D. Li*, K. Zou*, A Unified Framework for Industrial Cel-Animation Colorization with Temporal-Structural Awareness, ICCV 2025

10. H. Li, X. Mu, D. Li, Blossom: Boosting sparse attribute learning with optimized vector quantization for graph representation learning. Applied Intelligence 55(1059) Oct. 2025

11. P. Wang, S. Li, R. Zhou, Q. Chen, X. Xu, H. Fei, D. Li, W. Che, L. Qin, Improving Consistency Identification in Task-oriented Dialogue through Multi-Agent Collaboration, IJCAI 2025

12. Z. Lin, D. Li*, Z. Liu, Y. Zou, Long-term Energy Efficiency Prediction for Lithium-ion Batteries Through Multi-feature Fusion and Deep Learning, Journal of Energy Storage, Vol. 132, Part A, 117622, July 2025

13. X. Cai, D. Li, Y. Zou, Z. Liu*, A. A. Heidari, H. Chen*, Enhanced wind speed forecasting using an IAO-MNN-TCN hybrid model with optimized decomposition and prediction strategies, Energy, 324, 135673, June 2025

14. X. Cai, D. Li*, J. Zhang, Z. Wu, MA-EMD: Aligned empirical decomposition for multivariate time-series forecasting, Expert Systems with Applications, Vol. 267, 126080, Apr 2025

15. P. Wang, D. Li, X. Hu, Y. Wang, Y. Zhang, CLIPMulti: Explore the performance of multimodal enhanced CLIP for zero-shot text classification, Computer Speech & Language, Vol. 90, 101748, Mar 2025

16. W. Yang, Y. Bu, D. Li*, W. Xu, MCSGCalib: Multi-Constraint-based Extrinsic Calibration of Solid-State LiDAR and GNSS/INS for Autonomous Vehicles, IEEE Transactions on Intelligent Transportation Systems, Vol.25, No.11, pp.18791-18804, Nov 2024

17. Z. Lin, Z. Huang, S. Yang, C. Wu, S. Fang, Z. Liu, M. Yang, Z. Xie, D. Li*, Y. Zou*, Survey on Task-Centric Robot Battery Management: A Neural Network Framework, Journal of Power Sources, Vol. 610, 234674, Aug 2024.

18. X. Cai, D. Li*, M-EDEM: A MNN-based Empirical Decomposition Ensemble Method for Improved Time Series Forecasting, Knowledge-Based Systems, Vol. 283, 111157, Jan 2024.

19. Z. Lin, D. Li*, Y. Zou, Energy efficiency of lithium-ion batteries: Influential factors and long-term degradation, Journal of Energy Storage, Vol.74, Part B, 109386, Dec 2023.

20. Y. Zou, Z. Lin, D. Li, Z. Liu, Advancements in Artificial Neural Networks for Health Management of Energy Storage Lithium-Ion Batteries: A Comprehensive Review, Journal of Energy Storage, Vol. 73, Part C, 109069, Dec 2023.

21. Z. Huang, D. Li*, J. Cai, H. Lu, Collective Reinforcement Learning based Resource Allocation for Digital Twin Service in 6G Networks, Journal of Network and Computer Applications, 217C(2023) 103697, Aug 2023.

22. Z. Huang, W. Zhong, D. Li*, H. Lu, Delay constrained SFC Orchestration for edge intelligence-enabled IIoTs: A DRL approach, Journal of Network and Systems Management, 31, 53 (2023), June 2023.

Granted Patents

• China Patent: A system and method for online separation and restoration of electronic documents (ZL201210154777.4).

• China Patent: A safety management system and method for electronic documents centralized storage and external usage (ZL201210257292.8).

• China Patent: A storage and access method for file information of separation storage system (ZL201410437750.5).

• China Patent: An file update method for networked information separation storage (ZL201410817775.8).

• China Patent: A information separation based safe data transmission system and method (ZL201510192667.0).

• China Patent: A method for networked separation storage system and file separation storage (ZL201510623068.X).

• China Patent: A file system partition conseal system and method that supports separation storage management (ZL201510624898.4).

• China Patent: A safe and reliable method for distributed cloud storage (ZL201510753361.8).

• China Patent: A method and system to improve TCP respond speed in data centers (ZL201610225780.9).

• China Patent: A method for remote zero-copy transmission (ZL201611003952.4).

• China Patent: A method, system and medium for safe data distribution and repair in a multi-cloud storage environment (ZL201711164901.4).

• China Patent: A blockchain-based method and system for safe file sharing in cloud storage (ZL201810018768.X).

Professional Certification and Awards

• Shenzhen Oversea High-level Talent "Peacock Plan", 2015.

Student Awards

• Third Prize, The 2022 Shenzhen Dream Catcher Cup University Students Innovation and Entrepreneurship Contest, 2022.

• Bronze Prize, The 8th China International College Students' 'Internet+' Innovation and Entrepreneurship Competition, 2023.

• First Prize, The 7th "Maker Guangdong" Next-Generation Information Technology Innovation and Entrepreneurship Contest Maker Track, 2023.

• Second runner-up, 2023 Macao Youth Innovation and Entrepreneurship Competition Grand Final, 2023.

• Third Prize, 2024 the 2^nd “Silk Road” Intelligent Measurement Ecosystem Development Contest, 2024

• First Prize, the 12^th National Undergraduate IoT Design Competition, 2025

Professional Society Membership

• Member, Institute of Electrical and Electronics Engineers (IEEE).

• Member, Association for Computing Machinery (ACM).

• Member, China Computer Federation (CCF).