Yue Su

Education

The University of Hong Kong
Hong Kong, China
PhD at MMLab@HKU, ECE@HKU
2026–2030
Advisor: Prof. Xihui Liu
Xidian University
China
B. Eng. degree, School of Artificial Intelligence
2022–2026

Rank: 4/174   GPA: 3.7/4.0   National Scholarship

Experience

  • ByteDance Seed
    ByteDance Inc.
    Intern, Seed-Robotics.
    Oct 2025 - May 2026
  • Astribot Research Department
    Astribot Inc.
    Intern, with Jianan Wang.
    June 2025 - Sep 2025
  • Machine Vision and Intelligence Group
    Shanghai Jiao Tong University
    Intern, with Prof. Cewu Lu, Prof. Lixin Yang.
    July 2024 - June 2025
  • Key Laboratory of Cooperative Intelligent Systems
    Xidian University
    Intern, with Prof. Maoguo Gong, Prof. Hao Li.
    Sep 2023 - July 2024

Selected Publications

  • World Guidance: World Modeling in Condition Space for Action Generation Yue Su, Sijin Chen, Haixin Shi, Mingyu Liu, Zhengshen Zhang, Ningyuan Huang, Weiheng Zhong, Zhengbang Zhu, Yuxiao Liu†, Xihui Liu† World modeling in condition space for robot action generation. ICML 2026  [arxiv] [code] [website]
  • DSPv2: Improved Dense Policy for Effective and Generalizable Whole-body Mobile Manipulation Yue Su, Chubin Zhang, Sijin Chen, Liufan Tan, Yansong Tang, Jianan Wang, Xihui Liu† Generalizable whole-body manipulation with improved perception and coherent actions. ICRA 2026  [arxiv] [code] [website]
  • Dense Policy: Bidirectional Autoregressive Learning of Actions Yue Su,* Xinyu Zhan*, Hongjie Fang, Han Xue, Haoshu Fang, Yong-Lu Li, Cewu Lu, Lixin Yang† Bidirectional action generation that expands sparse keyframes into trajectories. ICCV 2025  [arxiv] [code] [website]
  • Motion Before Action: Diffusing Object Motion as Manipulation Condition Yue Su,* Xinyu Zhan*, Hongjie Fang, Yong-Lu Li, Cewu Lu, Lixin Yang† Object-motion guidance for diffusion-based robot manipulation policies. RA-L 2025, ICRA 2026  [arxiv] [code] [website]
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Selected Projects

  • Aha Looped Transformer Interactive atlas of looped Transformers, adaptive depth, and latent reasoning. [website] [repo]
  • ManiUniCon: A Unified Control Interface for Robotic Manipulation Unified robot control with sensor integration and real-time policy execution. [team] [code]
  • MetaPalace: Let you in a meta world of The Palace Museum 3D artifact reconstruction and an interactive, RAG-powered museum guide. [website] [front-end code] [back-end code]

Awards

  • Xiaomi Outstanding Scholarship 2025
  • National Scholarship 2025
  • Outstanding Student, Xidian University, 2025

Community Experience

  • Head of the Research Department of Microsoft Club, Xidian University.
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