😊 About me

Resume: Resume (Updated on 8 Oct, 2025)

Contact: vanzl3386 [at] gmail.com (preferred), vanzl [at] u.nus.edu, zhenglin.wan [at] ntu.edu.sg, 121090525 [at] link.cuhk.edu.cn


Zhenglin Wan (万政霖) received his B.Sc from Chinese University of Hong Kong on 2025 Fall. He is currently a research staff in Nanyang Technological University, advised by Prof. Bo An, and an incoming CS Ph.D student in Department of Computer Science, National University of Singapore (NUS). Previously, he spent a long time working with Prof. Ivor Tsang and collaborated with Prof. Ong Yew Soon at Centre for Frontier AI Research (CFAR), IHPC, A*STAR in Singapore.


I am a RL (Reinforcement Learning) believer. Previously I mainly studied improving RL or inverse RL from algorithmic side: such as improving the policy diversity (like EBC) and policy expressiveness (like GoRL). Recently, I am focusing on Agentic RL: RL to empower LLM agents with long-horizon human-like reasoning, planning and decision-making skills.


I am grateful to have received help and guidance for my career from so many people—such as Flint, David, Ivor, Bo, Xingrui, and many others. I also understand many truly talented students may not have the opportunities to reach their full potential. So, if you are an undergrad or master student and believe I could offer advice, information, or opportunities that might help with your career, feel free to reach out to me by email. Meanwhile, I am also a student mentor in CFAR, IHPC, A*STAR at Singapore. If you are interested in visiting or intern opportunities, you are welcomed to drop me an email for a chat.

Mentees (research-based, majority of them are co-mentored with scientists at CFAR, IHPC, A*STAR):

  • Yaxin Zhou (Master's student @ CMU, America)
  • Jingxuan Wu (Master's student @ UNC, America)
  • Xu Pan (Master’s student @ Wuhan University)
  • Chubin Zhang (Master’s student @ Beijing University of Posts and Telecommunications)
  • Dongchu Xie (Undergrad @ CUHK(SZ))
  • Xin Yan (Undergrad @ Beijing Normal University)
  • He Ma (Undergrad @ CUHK(SZ))

Besides, I am ALWAYS open to collaborations, networking and intern opportunities, feel free to contact me by email! (vanzl3386 [at] gmail.com)

🔥 News

  • 2025.12  🎉 Our paper GoRL for online Reinforcement Learning with generative policies is on ArXiv and github!
  • 2025.10  🎉 Our paper FM-IRL (Flow Matching for inverse RL) is on ArXiv and github.
  • 2025.10  🎉 OSCAR (training free technique for diverse image generation) is on ArXiv and github.
  • 2025.09  🎉🎉 Awarded NUS Research Scholarship to support my Ph.D studies in National University of Singapore beginning from Jan, 2026.
  • 2025.09  🎉🎉 Joined Nanyang Technological University as a research staff.
  • 2025.08  🎉🎉 Received my B.Sc from The Chinese University of Hong Kong with 1-st class honor, looking forward to new journey!
  • 2025.05  🎉🎉 EBC is accepted by ICML 2025 (Code available).
  • 2025.03  🎉🎉 One paper accepted by ICLR 2025 (generative models for robot learning workshop).
  • 2024.12  🎉🎉 One paper accepted by AAMAS 2025 (oral).
  • 2024.12  🎉🎉 One paper accepted by AAAI 2025 (oral).
  • 2024.09  🎉🎉 One invention patent is published.
  • 2024.09  🎉🎉 Awarded Academic Performance Scholarship (for top 5% students) for consecutive two years.
  • 2024.05  🎉🎉 One invention patent is officially granted.
  • 2023.12  🎉🎉 As tech co-founder, I co-founded enterprise “Metasequoia Intelligence” based in Shenzhen, China.
  • 2021.09  🎉🎉 Awarded Zhejiang Guolong Inspirational and Diligentia Bowen Scholarship to support my undergraduate studies in CUHK(SZ).
  • 2019.09  🎉🎉 Lucky to win the 1-st prize in Provincial Chinese Mathematics Olympiad (CMO). Thanks for this intellectually-rewarding experience.

📝 Selected Publications

Conference papers and Preprints

Please scroll down to view all publications.

Invention Patents

As these works are patented in China, all these names are directly translated from Chinese.

  • A Method, System, Terminal Device, and Storage Medium for Air Quality Spatial Inference (Granted)

    Inventor: Jun Song, Yibo Xu, Yiwen Pan, Maohao Ran, Zhenglin Wan, Xiaoyun Yan, Yike Guo

  • A Single-UAV Atmospheric Pollutant Source Tracing Method Based on Gradient Ascent and Physical Kinematics (Public)

    Inventor: Zhenglin Wan, Jun Song, Yibo Xu, Maohao Ran, Yike Guo

White Paper

As these works are presented in China, these names are directly translated from Chinese.

  • White Paper on Cross-Border Economic Large Language Model

📖 Educations

  • Doctor of Philosophy (Ph.D)

    National University of Singapore (NUS)

    • Affiliation: Department of Computer Science, School of Computing
    • Advisor: TBD

    2026.01 -

    NUS
  • Bachelor of Science (B.Sc)

    The Chinese University of Hong Kong (CUHK)

    • 1-st class honor
    • Major: Statistics & Data Science, GPA: 3.85/4.0, Rank: 7%
    • Finished my undergraduate in CUHK-Shenzhen campus, while the degree is offered by CUHK.

    2021.09 - 2025.08

    CUHK(SZ)

💻 Internships and Work Experiences

  • Full-time Research Staff

    Nanyang Technological University, Singapore

    • Affiliation: College of Computing and Data Science (CCDS)
    • Advisor: Prof. Bo An

    2025.09 - 2026.01

    NTU
  • Intern Researcher

    Agency for Science, Technology and Research (A*STAR), Singapore

    • Affiliation: Centre for Frontier AI Research (CFAR), Institute of High Performance Computing (IHPC)
    • Advisor: Prof. Ivor Tsang, Dr. Xingrui Yu

    2024.07 - 2025.09 (3 months full-time + 11 months part-time)

    A*STAR
  • Research Assistant

    The Chinese University of Hong Kong, Shenzhen

    • Affiliation: School of Data Science
    • Advisor: Prof. Jianfeng Mao

    2023.06 - 2024.06

    CUHK(SZ)
  • Machine Learning Algorithm Engineer Intern

    HUIYINTONG, Shenzhen, China

    • Mentor: Dr. Jun Song

    2023.07 - 2024.01

🎈 Services

  • Reviewer of AAAI, ICLR, ICML, NeurIPS

🎖 Honors, Awards and Scholarships

  • NUS Research Scholarship (approx. ¥250000/year plus full tuition fee subsidy, for entire Ph.D studies in NUS)

    Janurary 2026-

  • 1-st class honor undergraduate student awarded by The Chinese University of Hong Kong

    August 2025

  • Yearly Academic Scholarship: B Class (for GPA Top 3%, ¥40000)
    September 2024

  • Yearly Academic Scholarship: C Class (for GPA Top 5%, ¥20000)
    September 2023

  • Yearly Dean List Award (Outstanding 1-st class Performance)
    Consecutive three years: September 2022 - September 2025

  • Diligentia Bowen Scholarship (Undergraduate Admission Scholarship, ¥120000)

    September 2021

  • Zhejiang Guolong Inspirational Scholarship (Undergraduate Admission Scholarship, ¥120000)
    September 2021

  • 1st-Prize in Chinese Mathematics Olympiad (CMO)-Chongqing Province

    September 2019

💬 Press/Media

White Paper
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Miscellaneous

  • In my spare time, I’m an music enthusiast. I’ve been playing guitar for more than 10 years and began teaching myself the piano when I was 15. During my undergraduate, I played music in two bands: “Minor Blue” and “Major Pink.” See our photos:
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  • I am also a 15-years chess player, with the honor of “National Level-3 Athlete”. I love the process of comprehensive planning, logical-thinking and reasoning. Visit my Lichess profile.

  • I love play basketball 🏀. Sports makes me energetic.

  • I play video games like League of Legends, where I achieved the “diamond” level as my historically highest honor. I also play 3A games like Elden Ring, Dark Souls, Nier Automata, and elder scrolls.

  • I have a deep interest in philosophy of mind, particularly Buddhism and Taoism, as paths to explore the fundamental nature of human existence. I am also intrigued by the potential integration of these philosophical insights with modern artificial intelligence.