I’m a Ph.D. candidate at the Aerial Robotics Group, CHENG KAR-SHUN Robotics Institute, Hong Kong University of Science and Technology (HKUST), supervised by Prof. Shaojie Shen (沈劭劼). I received my B.Eng. and M.Eng. in Automation from the Integrated Navigation and Intelligent Navigation (ININ) Lab, Beijing Institute of Technology, in 2015 and 2018, supervised by Prof. Yi Yang (杨毅). My research includes motion prediction, decision-making and motion planning for autonomous driving.

News

  • 2024.05: I have successfully defended my Ph.D. thesis! A big thank you to everyone for your support!
  • 2024.02: Our paper, SIMPL: A Simple and Efficient Multi-agent Motion Prediction Baseline for Autonomous Driving, has been accepted by IEEE Robotics and Automation Letters (RA-L).
  • 2024.02: Code for SIMPL has been released, please check this link.

Selected Publications

RA-L 2024
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SIMPL: A Simple and Efficient Multi-agent Motion Prediction Baseline for Autonomous Driving

Lu Zhang, Peiliang Li, Sikang Liu and Shaojie Shen

IEEE Robotics and Automation Letters (RA-L), 2024

arXiv video code

RA-L 2023
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MARC: Multipolicy and Risk-aware Contingency Planning for Autonomous Driving

Tong Li, Lu Zhang, Sikang Liu and Shaojie Shen

IEEE Robotics and Automation Letters (RA-L), 2023

IEEE arXiv video

IROS 2022
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Trajectory Prediction with Graph-based Dual-scale Context Fusion

Lu Zhang, Peiliang Li, Jing Chen and Shaojie Shen

IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), 2022

IEEE arXiv video code

T-RO 2021
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EPSILON: An Efficient Planning System for Automated Vehicles in Highly Interactive Environments

Wenchao Ding*, Lu Zhang*, Jing Chen and Shaojie Shen

(Corresponding author; * Equal contribution)

IEEE Transactions on Robotics (T-RO), 2021

IEEE arXiv video code

ICRA 2020
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Efficient uncertainty-aware decision-making for automated driving using guided branching

Lu Zhang*, Wenchao Ding*, Jing Chen and Shaojie Shen

(* Equal contribution)

IEEE International Conference on Robotics and Automation (ICRA), 2020

IEEE arXiv video code

RA-L 2019
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Safe Trajectory Generation for Complex Urban Environments Using Spatio-Temporal Semantic Corridor

Wenchao Ding*, Lu Zhang*, Jing Chen and Shaojie Shen

(* Equal contribution)

IEEE Robotics and Automation Letters (RA-L), 2019

IEEE arXiv video code

Education

  • 2018.09 - present, Doctor of Philosophy, Electronic and Computer Engineering, HKUST, Hong Kong SAR
  • 2015.09 - 2018.03, Master of Engineering, Automation, Beijing Institute of Technology, Beijing, China
  • 2011.09 - 2015.06, Bachelor of Engineering, Automation, Beijing Institute of Technology, Beijing, China

Academic Services

Journal Reviewer

  • IEEE Transactions on Robotics (T-RO)
  • IEEE Transactions on Intelligent Vehicles (T-IV)
  • IEEE Transactions on Intelligent Transportation Systems (T-ITS)

Conference Reviewer

  • IEEE International Conference on Robotics and Automation (ICRA)
  • IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)
  • Conference on Robot Learning (CoRL)