Publications

1. Xiao Han, Chen Zhu, Xiangyu Zhao, Hengshu Zhu, Swarm Intelligence in Geo-Localization: A Multi-Agent Large Vision-Language Model Collaborative Framework, arXiv preprint arXiv:2408.11312. [PDF]
2. Xiao Han, Zijian Zhang, Xiangyu Zhao, Guojiang Shen, Xiangjie Kong, Xuetao Wei, Liqiang Nie, Jieping Ye, and Yuanshao Zhu, GARLIC: GPT-Augmented Reinforcement Learning with Intelligent Control for Vehicle Dispatching, Thirty-Nine AAAI Conference on Artificial Intelligence (AAAI'25). [PDF]
3. Xiao Han, Dingxuan Zhou, Guojiang Shen, Xiangjie Kong, and Yulong Zhao, Deep Trajectory Recovery Approach of Offline Vehicles in the Internet of Vehicles, IEEE Transactions on Vehicular Technology. [PDF]
4. Xiao Han, Chen Zhu, Xiao Hu, Chuan Qin, Xiangyu Zhao, and Hengshu Zhu, Adapting Job Recommendations to User Preference Drift with Behavioral-Semantic Fusion Learning, The 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD'24), Research Track. [PDF]
5. Xiao Han, Xiangyu Zhao, Liang Zhang, and Wanyu Wang, Mitigating action hysteresis in traffic signal control with traffic predictive reinforcement learning, The 29th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD'23), Research Track. [PDF]
6. Xiao Han, Guojiang Shen, Xi Yang, and Xiangjie Kong, Congestion Recognition for Hybrid Urban Road System via Digraph Convolutional Network, Transportation Research Part C: Emerging Technologies. [PDF]
7. Zijian Zhang, Hao Miao, Yuxuan Liang, Yan Zhao, Xiao Han, Pengyue Jia, Bin Yang and Christian S. Jensen, Web-Centric Human Mobility Analytics: Methods, Applications, and Future Directions in the LLM Era, The International World Wide Web Conference (WWW'25), Tutorial.
8. Pengyue Jia, Yiding Liu, Xiaopeng Li, Xiangyu Zhao, Yuhao Wang, YantongDu, Xiao Han, et. al., G3: An Effective and Adaptive Framework for Worldwide Geolocalization Using Large Multi-Modality Models, 2024 Conference on Neural Information Processing Systems (NeurIPS'2024). [PDF]
9. Yinghui Liu, Guojiang Shen, Nali Liu, Xiao Han, Zhenhui Xu, Junjie Zhou, and Xiangjie Kong, Traffic data imputation via knowledge graph-enhanced generative adversarial network, PeerJ Computer Science. [PDF]
10. Yinghui Liu, Guojiang Shen, Chengyong Cui, Zhenzhen Zhao, Xiao Han, Jiaxin Du, Xiangyu Zhao, and Xiangjie Kong, KDDC: Knowledge-Driven Disentangled Causal Metric Learning for Pre-Travel Out-of-Town Recommendation, The 33rd International Joint Conference on Artificial Intelligence (IJCAI'2024). [PDF]
11. Yan Zhang, Guojiang Shen, Xiao Han, Wei Wang, and Xiangjie Kong, Spatio-temporal digraph convolutional network-based taxi pickup location recommendation, IEEE Transactions on Industrial Informatics. [PDF]
12. Guojiang Shen, Xiao Han, Kwai Sang Chin, and Xiangjie Kong, An attention-based digraph convolution network enabled framework for congestion recognition in three-dimensional road networks, IEEE Transactions on Intelligent Transportation Systems. [PDF]
13. Duanyang Liu, Longfeng Tang, Guojiang Shen, and Xiao Han, Traffic speed prediction: An attention-based method, Sensors. [PDF]