Publications

Recently Accepted Journal Papers

1. Yaoxian Song, Penglei Sun, Haoyu Liu, Zhixu Li, Song Wei, Yanghua Xiao, Xiaofang Zhou,"Scene-Driven Multimodal Knowledge Graph Construction for Embodied AI", IEEE Transactions on Knowledge and Data Engineering (accepted in May 2024).

2. Xinjie Zhou, Kai Huang, Lei Li, Mengxuan Zhang, Xiaofang Zhou, "I/O-Efficient Multi-Criteria Shortest Paths Query Processing on Large Graphs", IEEE Transactions on Knowledge and Data Engineering (accepted in April 2024).

3. Jing Zhao, Jiajie Xu, Yuan Xu, Junhua Fang, Pingfu Chao, Xiaofang Zhou, "CCML: Curriculum and Contrastive Learning Enhanced Meta-Learner for Spatial Personalized Trajectory Prediction", IEEE Transactions on Knowledge and Data Engineering (accepted in March 2024).

4. Yan Zhao, Xuanlei Chen, Guanyu Ye, Fangda Guo, Kai Zheng, Xiaofang Zhou, "Task Allocation in Spatial Crowdsourcing: An Efficient Geographic Partition Framework", IEEE Transactions on Knowledge and Data Engineering (accepted in March 2024).

5. Kai Huang, Gaoya Ouyang, Qingqing Ye, Haibo Hu, Bolong Zheng, Xi Zhao, Ruiyuan Zhang, Xiaofang Zhou, "LDPGuard: Defenses against Data Poisoning Attacks to Local Differential Privacy Protocols", IEEE Transactions on Knowledge and Data Engineering (accepted in January 2024).

6. Shuncheng Liu, Xu Chen, Yan Zhao, Han Su, Xiaofang Zhou, Kai Zheng, "Comfort-aware Lane Change Planning with Exit Strategy for Autonomous Vehicle", IEEE Transactions on Knowledge and Data Engineering (accepted in December 2023).

7. Yongjing Hao, Pengpeng Zhao, Xuefeng Xian, Guanfeng Li, Lei Zhao, Yanchi Liu, Victor Sheng, Xiaofang Zhou, "Learnable Model Augmentation Contrastive Learning for Sequential Recommendation", IEEE Transactions on Knowledge and Data Engineering (accepted in October 2023).

8. Fengmei Jin, Wen Hua, Lei Li, Boyu Ruan, Xiaofang Zhou, "Efficient Frequency-based Randomization for Spatial Trajectories under Differential Privacy", IEEE Transactions on Knowledge and Data Engineering (accepted in October 2023).

9. Kai Huang, Yue Cui, Qingqing Ye, Yan Zhao, Xi Zhao, Xi, Yao Tian, Kai Zheng, Haibo Hu, Xiaofang Zhou, "TED+: Towards Discovering Top-k Edge-Diversified Patterns in a Graph Database", IEEE Transactions on Knowledge and Data Engineering (accepted in August 2023).

10. Weizhu Qian, Yan Zhao, Dalin Zhang, Bowei Chen, Kai Zheng, Xiaofang Zhou, "Towards A Unified Understanding of Uncertainty Quantification in Traffic Flow Forecasting", IEEE Transactions on Knowledge and Data Engineering (accepted in August 2023).