Tianyi Yan

IOTSC, University of Macau. Macau / Beijing..

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tianyi.yan123@gmail.com

I am a Ph.D. student at the State Key Laboratory of Internet of Things for Smart City (SKL-IOTSC), University of Macau, advised by Prof. Jianbing Shen and Prof. Chengzhong Xu. Previously, I obtained my Master’s degree from the Institute of Automation, Chinese Academy of Sciences (CASIA), working with Prof. Jinqiao Wang and Prof. Ming Tang, and my B.Eng. degree from BUPT, working with Prof. Chuan Shi. I have also gained industrial experience at Li Auto, Xiaomi EV as a research intern.

My research lies at the intersection of Generative World Models, End-to-End Autonomous Driving, and Embodied AI. Currently, my primary focus is on enabling agents to achieve infinite driving and self-play within physically reliable, imaginative world models.

news

Sep 19, 2025 One paper Rlgf: Reinforcement learning with geometric feedback for autonomous driving video generation is accepted by NeurIPS 2025! See you in San Diego!
Jul 06, 2025 One paper is accepted by ACMMM 2025!
Jun 26, 2025 One paper is accepted by ICCV 2025!
Feb 27, 2025 One paper Drivingsphere: Building a high-fidelity 4d world for closed-loop simulation is accepted by CVPR 2025! It is about Generative Closed-loop Simulation. See you in Nashvile!
Dec 10, 2024 One paper OLiDM: Object-aware LiDAR Diffusion Models for Autonomous Driving is accepted by AAAI 2025! It is about LiDAR Generation.

latest posts

selected publications

  1. AD-R1: Closed-Loop Reinforcement Learning for End-to-End Autonomous Driving with Impartial World Models
    Tianyi Yan, Tao Tang, Xingtai Gui, and 8 more authors
    arXiv preprint arXiv:2511.20325, 2025
  2. 3d and 4d world modeling: A survey
    Lingdong Kong, Wesley Yang, Jianbiao Mei, and 8 more authors
    arXiv preprint arXiv:2509.07996, 2025
  3. RLGF: Reinforcement Learning with Geometric Feedback for Autonomous Driving Video Generation
    Tianyi Yan, Wencheng Han, Xia Zhou, and 4 more authors
    arXiv preprint arXiv:2509.16500, 2025
  4. Drivingsphere: Building a high-fidelity 4d world for closed-loop simulation
    Tianyi Yan, Dongming Wu, Wencheng Han, and 5 more authors
    In Proceedings of the Computer Vision and Pattern Recognition Conference, 2025
  5. OLiDM: Object-aware LiDAR Diffusion Models for Autonomous Driving
    Tianyi Yan, Junbo Yin, Xianpeng Lang, and 3 more authors
    In Proceedings of the AAAI Conference on Artificial Intelligence, 2025