Sihui Ji

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Biography

Hi👋 I'm Sihui Ji, currently a third-year Ph.D. student at The University of Hong Kong, under the supervision of Prof.Hengshuang Zhao, I received my B.Eng. Degree and Honors Degree (Chu Kochen Honors College) from Zhejiang University, China. Now I focus on generative AI, especially for video world model.


Recent Publications

Latent Dynamics Reasoning method overview
Learning How the World Evolves: Extrapolative Video World Models via Latent Dynamics Reasoning
Preprint / Paper / Page / Code
SURF video generation results
SURF: Signature-Retained Fast Video Generation
Kaixin Ding, Xi Chen, Sihui Ji, Yuan Gao, Liang Hou, Xin Tao, Pengfei Wan, Hengshuang Zhao.
CVPR 2026 / Paper / Page / Code
MemFlow: Flowing Adaptive Memory for Consistent and Efficient Long Video Narratives
Preprint / Paper / Page
PhysMaster: Mastering Physical Representation for Video Generation via Reinforcement Learning
Preprint / Paper / Page
DiffDoctor: Diagnosing Image Diffusion Models Before Treating
ICCV 2025 / Paper / Page
LayerFlow: A Unified Model for Layer-aware Video Generation
SIGGRAGH 2025 / Paper / Page
FashionComposer: Compositional Fashion Image Generation
SIGGRAGH 2025 / Paper / Page
VideoAnydoor: High-fidelity Video Object Insertion with Precise Motion Control
SIGGRAGH 2025 / Paper / Page

Honors

  • HKU Presidential PhD Scholar (HKU-PS), 2024.
  • National Scholarship (Top 0.2%), 2022.
  • First-Class Scholarship of Zhejiang University (Top 3%), 2021, 2022, 2023.
  • Top Ten Honors Students in Chu Kochen Honors College, 2023.

Experiences

  • Research Intern, Adobe Research, 2026
  • Research Intern, Tencent Hunyuan, 2026
  • Research Intern, Kling Team, Kuaishou Technology, 2025
  • Research Intern, DAMO Academy, Alibaba Group, 2024

Misc

  • Reviewers: CVPR 2025, ICCV 2025, SIGGRAPH 2026, NeurIPS 2026, Pattern Recognition
  • Teaching Assistant: Computer Programming
  • Invited talks: GAMES Webinar; SIGGRAGH 2025 oral presentation.