Bio
Hi, my name is Guang. I'm a robotics researcher from Boston, specializing in safe control and learning for autonomous systems.
My work focuses on creating safety-critical motion controllers and applying reinforcement learning in a multi-agent setting. I am currently visiting the UK and conducting research at the University of Cambridge.
Research Projects
Publications
Gao, Zhan*, Guang Yang*, Jasmine Bayrooti, and Amanda Prorok. "Provably Safe Online Multi-Agent Navigation in Unknown Environments." In 8th Annual Conference on Robot Learning (CoRL2024). (* Equal Contribution)
Gao, Zhan, Guang Yang, and Amanda Prorok. "Online Control Barrier Functions for Decentralized Multi-Agent Navigation." In 2023 International Symposium on Multi-Robot and Multi-Agent Systems (MRS), pp. 107-113. IEEE, 2023.
Yang, Guang, Mingyu Cai, Ahmad Ahmad, Calin Belta, and Roberto Tron. "Efficient LQR-CBF-RRT*: Safe and Optimal Motion Planning." arXiv preprint arXiv:2304.00790 (2023).
Serlin, Zachary, Guang Yang, Brandon Sookraj, Calin Belta, and Roberto Tron. "Distributed and consistent multi-image feature matching via QuickMatch." The International Journal of Robotics Research 39, no. 10-11 (2020): 1222-1238.
Yang, Guang, Calin Belta, and Roberto Tron. "Continuous-time signal temporal logic planning with control barrier functions." In 2020 American Control Conference (ACC), pp. 4612-4618. IEEE, 2020.
Zhang, Dawei, Guang Yang, and Rebecca P. Khurshid. "Haptic teleoperation of uavs through control barrier functions." IEEE transactions on haptics 13, no. 1 (2020): 109-115.
Li, Xiao, Zachary Serlin, Guang Yang, and Calin Belta. "A formal methods approach to interpretable reinforcement learning for robotic planning." Science Robotics 4, no. 37 (2019): eaay6276.
Yang, Guang, Bee Vang, Zachary Serlin, Calin Belta, and Roberto Tron. "Sampling-based motion planning via control barrier functions." In Proceedings of the 2019 3rd International Conference on Automation, Control and Robots, pp. 22-29. 2019.
Yang, Guang, Calin Belta, and Roberto Tron. "Self-triggered control for safety critical systems using control barrier functions." In 2019 American control conference (ACC), pp. 4454-4459. IEEE, 2019.
Wang, Zijian, Guang Yang, Xuanshuo Su, and Mac Schwager. "Ouijabots: Omnidirectional robots for cooperative object transport with rotation control using no communication." In Distributed Autonomous Robotic Systems: The 13th International Symposium, pp. 117-131. Springer International Publishing, 2018.