I am Yakun Zhu (朱亚琨), a master’s student in Computer Science at Tongji University (Shanghai, China).

My previous research has focused on Reinforcement Learning and Spatial Reasoning.

Looking ahead, I plan to explore Embodied Intelligence, particularly Vision-Language-Action (VLA) models and World Action Models (WAMs), with the goal of developing agents that can understand, reason about, and interact with the physical world.

I am actively looking for Ph.D. / Research Intern positions. Please feel free to reach out to me via email.

🔥 News

  • 2025.05:  🎉🎉 One paper accepted by ICML 2025.
  • 2024.05:  🏆🏆 Won the Think Award and placed 4th in Skills at the VEX Robotics World Championship.
  • 2024.01:  🏆🏆 Won the Tournament Champion at VEX Robotics Asian Open (International Signature).

📝 Publications

ICML 2025
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CERTAIN: Context Uncertainty-aware One-Shot Adaptation for Context-based Offline Meta Reinforcement Learning

Hongtu Zhou, Ruiling Yang, Yakun Zhu, Haoqi Zhao, Hai Zhang, Di Zhang, Junqiao Zhao, Chen Ye, Changjun Jiang

International Conference on Machine Learning (ICML), 2025

  • Proposed a context uncertainty-aware framework for offline meta-RL.
  • Project Page Paper
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GeoLatent: Geometry-Guided Latent Structuring with Routed Optimization for 3D Reasoning

Yakun Zhu, Yi Bin, Yujuan Ding, Zheng Wang, Pengpeng Zeng, Duo Peng, Jingkuan Song, Heng Tao Shen

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BridgeAfford: Bridging Query-Target Gap for Generalizable 3D Affordance Grounding

Yijie Su, Yakun Zhu, Yi Bin, Pengpeng Zeng, Liang Chen, Guoqing Wang, Jingkuan Song, Heng Tao Shen

🎖 Honors and Awards

🎓 Scholarships & Academic Honors

  • 2023-2025 National Endeavor Scholarship, Ministry of Education of China.
  • 2023-2025 First-Class Scholarship of Tongji University
  • 2023, 2024 Outstanding Student of Tongji University.

🤖 Competitions (Robotics & Algorithms)

  • 2024.05 Division 3rd Place, World 4th Place (Skills), & Think Award (Programming), VEX Robotics World Championship.
  • 2024 Bronze Medal, The 10th China Collegiate Programming Contest (CCPC) Shanghai Site.
  • 2024 Tournament Champion, Robot Skills Champion & Excellence Award, VEX Robotics Asian Open (International Signature).
  • 2024 Skills Champion & Excellence Award, National VEX Robotics Elite Competition.
  • 2024 Tournament Champion & Skills Champion, VEX Robotics Asian Open (West China).
  • 2024 First Prize, “Qinghe” Sci-Tech Innovation Competition.

📖 Educations

  • 2026.09 - 2029.03 (Expected), Master Student in Computer Science, Tongji University.
  • 2022.09 - 2026.06, Undergraduate Student in Computer Science, Tongji University.
  • 2019.09 - 2022.06, High School Student, Shandong Taian No.1 Senior High School.