Welcome, I am Qiao Sun, a research assistant in MARS Lab at Tsinghua University and Shanghai QiZhi Institue, advised by Prof. Hang Zhao.
I am interested in building realistic behavior simulations for motion prediction and planning systems for autonomous driving vehicles. I believe modeling human behaviors during interactions is the pivotal problem to solve for autonomous driving in urban areas. My research focuses on building and leveraging simulations to empower machines to learn a safe and efficient driving policy with crowded human road users.
@article{sun2023large,
author = {Qiao Sun and Shiduo Zhang and Danjiao Ma and Jingzhe Shi and Derun Li and Simian Luo and Yu Wang and Ningyi Xu and Guangzhi Cao and Hang Zhao},
title = {Large Trajectory Models are Scalable Motion Predictors and Planners},
booktitle = {arXiv},
year = {2023},
}
@article{li2023boosting,
author = {Zenan Li and Fan Nie and Qiao Sun and Fang Da and Hang Zhao},
title = {Boosting Offline Reinforcement Learning for Autonomous Driving with Hierarchical Latent Skills},
booktitle = {arXiv},
year = {2023},
}
@InProceedings{Sun:2022ab,
author = {Qiao Sun and Xin Huang and Brian Williams and Hang Zhao},
title = {P4P: Conflict-Aware Motion Prediction for Planning in Autonomous Driving},
booktitle = {2022 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)},
year = {2022},
}
@InProceedings{Sun:2022aa,
author = {Qiao Sun and Xin Huang and Brian Williams and Hang Zhao},
title = {InterSim: Interactive Traffic Simulation via Explicit Relation Modeling},
booktitle = {2022 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)},
year = {2022},
}
@InProceedings{Sun_2022_CVPR,
author = {Qiao Sun and Xin Huang and Junru Gu and Brian Williams and Hang Zhao},
title = {M2I: From Factored Marginal Trajectory Prediction to Interactive Prediction},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
year = {2022},
}
@article{Gu:2021aa,
author = {Junru Gu and Qiao Sun and Hang Zhao},
title = {DenseTNT: Waymo Open Dataset Motion Prediction Challenge 1st Place Solution},
booktitle = {arXiv},
year = {2021},
}
@article{Huang:2022aa,
author = {Xin Huang and Xiaoyu Tian and Junru Gu and Qiao Sun and Hang Zhao},
title = {VectorFlow: Combining Images and Vectors for Traffic Occupancy and Flow Prediction},
booktitle = {arXiv},
year = {2022},
}