I am currently a Master’s student in Computing at National University of Singapore (NUS). At the same time, I am working as a World Model Research Intern at Tencent, supervised by Dr. Yeying Jin. Previously, I worked as a Generative AI Research Intern at Riot Games, and as a Research Assistant at Nanjing University (Suzhou Campus), supervised by Prof. Zhenyu Zhang. Before joining NUS, I received my bachelor’s degree from Hunan University, mentored by Prof. Ruihui Li.
My research interests lie in image generation, video generation, world models, and 3D generation.

🔥 News

  • 📌 Pinned 2027.01: I will be joining Riot Games Singapore as a full-time Machine Learning Engineer and Researcher.
  • 2026.10: 🚀 GameDirector, ActionRoPE, and GameCrafter are released.
  • 2026.08: 🚀 WorldMind is released.
  • 2026.05: 🎉 I started a new internship as a World Model Research Intern at Tencent.
  • 2026.01: 🎉 One paper has been accepted by ICASSP 2026.
  • 2025.12: 🎉 I received an internship offer from Riot Games Singapore, starting in January 2026.
  • 2025.05: 🎉 I received an offer for the Master of Computing program at the National University of Singapore.
  • 2024.11: 🎉 I officially started working as a Research Assistant at NJU(SZ). Feel free to reach out for a coffee chat!

📖 Education

National University of Singapore
Master of Computing
Aug. 2025 – Jan. 2027
  • Research focus: image generation, video generation, world models, and 3D generation.
Hunan University
B.Sc. in Mathematics and Applied Mathematics
Sep. 2021 – Jun. 2025
  • Mentored by Prof. Ruihui Li.
  • Built research experience in graphics and related computational methods during this period.

💼 Experience

Tencent
World Model Research Intern
May 2026 – Present
Riot Games
Generative AI Research Intern
Jan. 2026 – May 2026
  • Worked on generative AI research and development for image generation and editing related tasks.
  • Explored practical research problems and system-level applications of generative models.
Nanjing University (Suzhou Campus)
Research Assistant
Nov. 2024 – Dec. 2025
  • Supervised by Prof. Zhenyu Zhang.
  • Worked on research projects related to computer graphics and 3D human modeling.
  • Contributed to experiments, implementation, and paper writing.
The Hong Kong Polytechnic University
Research Intern
Oct. 2024 – Apr. 2025
  • Focused on topics related to graphics and visual computing.

📝 Publications

* Equal contribution    † Corresponding author

arXiv 2026

GameCrafter: An Agentic Framework for Multi-Gameplay Game World Generation

Zhiyang Deng*, Xiyao Deng*, Yeying Jin†

arXiv 2026

ActionRoPE: Action as Coordinates for Spatially Consistent Control in Planar-Camera Game World Models

Zhiyang Deng, Yuzhe Wu, Zijun Lin, Yeying Jin†

arXiv 2026

GameDirector: Decoupling Gameplay Logic from Rendering for Player-Configurable Game World Models

Zijun Lin*, Zhiyang Deng*, Yuzhe Wu, Bihan Wen, Yeying Jin†

arXiv 2026

WorldMind: Decoupled Game World Model for State-Aware NPC Behavior

Zhiyang Deng, Boran Zhang, Danze Chen, Yeying Jin†

Under Review
Grid-A-Character teaser

Grid-A-Character: Delving into Grid Condition Strategy for Unlocking Consistent and Controllable Character Generation

Zhiyang Deng*, Zhuofan Xiao*, Jian Yang, Zhenyu Zhang†

ICASSP 2026
HM-Avatar teaser

HM-Avatar: Towards Realistic Loose Garment Modeling with Hierarchical MLPs

Hongyu Wang*, Zhiyang Deng*, Wenzhe He, Xiaojun Chen, Ying Liu, Ruihui Li†

Under Review
TextureAvatar teaser

TextureAvatar: Texture-Enhanced 3D Gaussian Splatting for Avatar Modeling from Monocular Videos

Zhiyang Deng, Hongyu Wang, Xiaojun Chen, Ying Liu, Ruihui Li†

🎖 Honors and Awards

  • 2024.12: Hunan University 2023–2024 Individual Scholarship.
  • 2023.12: Hunan University 2022–2023 Individual Scholarship.
  • 2022.12: Hunan University 2021–2022 Individual Scholarship.