Bonan Wang

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πŸ‘‹ Here is Bonan Wang. I am currently a Research Assistant at the iDLab, School of Vehicle and Transportation Engineering, Tsinghua University, and a joint intern at DiDi Chuxing, advised by Prof. Shengbo Eben Li. Previously, I obtained my Master’s degree in Computer Science from the State Key Laboratory of Internet of Things for Smart City (SKL-IOTSC), University of Macau, where I was a research assistant in the Human Lab under the supervision of Prof. Zhenning Li. Before that, I received my Bachelor’s degree in Mathematics from the School of Mathematics and Data Science, Shaanxi University of Science and Technology.

Education

Research Experiences

Selected Publications

For a complete list of my publications, please refer to my Google Scholar profile.

Beyond Patterns: Harnessing Causal Logic for Autonomous Driving Trajectory Prediction.
Bonan Wang, Haicheng Liao,Chengyue Wang, Bin Rao, Yanchen Guan, Guyang Yu, Jiaxun Zhang, Songning Lai, Chengzhong Xu and Zhenning Li
International Joint Conference on Artificial Intelligence (IJCAI), 2025
Addressing Corner Cases in Autonomous Driving: A World Model-based Approach with Mixture of Experts and LLMs.
Haicheng Liao*, Bonan Wang*, Junxian Yang, Chengyue Wang, Zhengbing He, Guohui Zhang, Chengzhong Xu and Zhenning Li
Transportation Research Part C: Emerging Technologies (TR Part C), 2025
NEST: A Neuromodulated Small-world Hypergraph Trajectory Prediction Model for Autonomous Driving.
Chengyue Wang*, Haicheng Liao*, Bonan Wang, Yanchen Guan, Bin Rao, Ziyuan Pu, Zhiyong Cui, Chengzhong Xu and Zhenning Li
The 39th Annual AAAI Conference on Artificial Intelligence (AAAI oral), 2025
Think Before You Drive: World Model-Inspired Multimodal Grounding for Autonomous Vehicles
Haicheng Liao*, Huanming Shen*, Bonan Wang, Yongkang Li, Yihong Tang, Chengyue Wang, Dingyi Zhuang, Kehua Chen, Hai Yang, Chengzhong Xu, Zhenning Li
The IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2026
Cot-drive: Efficient motion forecasting for autonomous driving with llms and chain-of-thought prompting.
Haicheng Liao*, Hanlin Kong*, Bonan Wang, Chengyue Wang, Wang Ye, Zhengbing He, Chengzhong Xu and Zhenning Li
IEEE Transactions on Artificial Intelligence (T-AI), 2025
A Domain-Enhanced Dual-Branch Model for Efficient and Interpretable Accident Anticipation.
Yanchen Guan, Haicheng Liao, Chengyue Wang, Bonan Wang, Jiaxun Zhang, Jia Hu and Zhenning Li
Communications in Transportation Research, 2025
AMD: Adaptive Momentum and Decoupled Contrastive Learning Framework for Robust Long-Tail Trajectory Prediction.
Bin Rao, Haicheng Liao, Yanchen Guan, Chengyue Wang, Bonan Wang, Jiaxun Zhang and Zhenning Li
The 20th International Conference on Computer Vision, (ICCV) 2025

Honors and Awards

Professional Services