Guandao Yang

prof_pic.JPEG

I’m a postdoctoral scholar at Stanford, working with Prof. Leonidas Guibas and Prof. Gordon Wetzstein. I earned my PhD at Cornell Tech, advised by Prof. Serge Belongie and Prof. Bharath Hariharan. During my doctoral studies, I collaborated with various industry labs, including NVIDIA, Intel, and Google. Prior to my PhD, I received my Bachelor’s degree from Cornell University in Ithaca, majoring in Mathematics and Computer Science.

My research aims to create AI that can generate and understand 3D data, combining advancements in machine learning, computer vision, and computer graphics.

Outside research, I enjoy traditional rock climbing and playing classical piano.

Email: guandao@stanford.edu

I am on academic and industry job market 2024-2025. [Research Statement]

News

2025-01-26 Three papers, including AIpparel and BlenderGym, are accepted to CVPR 2025!
2025-01-23 InfoGaussian is accepted to ICLR 2025!
2024-10-01 DiffusionPDE and FiVA are accepted to NeurIPS 2024!
2024-07-26 Our paper in symmetry detection is accepted to SIGGRAPH Asia 2024!
2024-07-01 BlenderAlchemy, PhysAvatar, and MegaScenes are accepted to ECCV 2024!

Selected Publications

  1. symmetry.gif
    Robust Symmetry Detection via Riemannian Langevin Dynamics
    Jihyeon Je*, Jiayi Liu*, Guandao Yang*, Boyang Deng*, Shengqu Cai, Gordon Wetzstein, Or Litany, and Leonidas Guibas
    SIGGRAPH Asia Conferene, 2024
    arXiv Website
  2. blenderalchemy.webp
    BlenderAlchemy: Editing 3D Graphics with Vision-Language Models
    Ian Huang, Guandao Yang, and Leonidas Guibas
    ECCV, 2024
    arXiv Code Website
  3. physavatar.webp
    PhysAvatar: Learning the Physics of Dressed 3D Avatars from Visual Observations
    Yang Zheng*, Qingqing Zhao*, Guandao Yang, Wang Yifan, Donglai Xiang, Florian Dubost, Dmitry Lagun, Thabo Beeler, Federico Tombari, Leonidas Guibas, and Gordon Wetzstein
    ECCV, 2024
    arXiv Code Website
  4. ncv.png
    Neural Control Variates via Automatic Integration
    Zilu Li*, Guandao Yang*, Qingqing Zhao, Xi Deng, Leonidas J. Guibas, Bharath Hariharan, and Gordon Wetzstein
    In SIGGRAPH Conference, 2024
    arXiv Website
  5. gpt4eval.jpeg
    GPT-4V (ision) is a Human-Aligned Evaluator for Text-to-3D Generation
    Tong Wu*, Guandao Yang*, Zhibing Li*, Kai Zhang, Ziwei Liu, Leonidas Guibas, Dahua Lin, and Gordon Wetzstein
    In CVPR, 2024
    arXiv Code Website
  6. mcgpnf.jpg
    Neural Caches for Monte Carlo Partial Differential Equation Solvers
    Zilu Li*, Guandao Yang*, Xi Deng, Christopher De Sa, Bharath Hariharan, and Steve Marschner
    In SIGGRAPH Asia Conference, 2023
    HTML Code Website
  7. NFGP.png
    Geometry processing with neural fields
    Guandao Yang, Serge Belongie, Bharath Hariharan, and Vladlen Koltun
    NeurIPS, 2021
    HTML Code Website
  8. ShapeGF.gif
    Learning gradient fields for shape generation
    Ruojin Cai*, Guandao Yang*, Hadar Averbuch-Elor, Zekun Hao, Serge Belongie, Noah Snavely, and Bharath Hariharan
    In ECCV (Spotlight), 2020
    arXiv Code Website
  9. pointflow.webp
    Pointflow: 3d point cloud generation with continuous normalizing flows
    Guandao Yang*, Xun Huang*, Zekun Hao, Ming-Yu Liu, Serge Belongie, and Bharath Hariharan
    In ICCV (Oral), 2019
    arXiv Code Website