Hangwei Zhang
I’m Hangwei Zhang (张航玮), a fourth-year undergraduate student in the School of Automation Science and Electrical Engineering at Beihang University (BUAA). I will receive my Bachelor of Engineering degree in Jun. 2026. Before major transfer, from Sep. 2022 to Feb. 2024, I was an undergraduate student in the School of Physics at BUAA. Before entering university in Sep. 2022, I studied at the Middle School Attached to Northwestern Polytechnical University in my hometown, Xi’an, Shaanxi Province.
I am actively seeking a suitable PhD position for Fall 2026!!!
Other Experience
Research Interest
My overall research ambition is to seek a principled unity between AI and physics. This vision spans three complementary aims:
- Build models that understand, interact with, and generate the physical world, closing the loop between perception, control, and synthesis.
- Use mathematics and physical laws to analyze and guide model mechanisms, turning theory into design principles for reliable and interpretable AI.
- Apply AI to concrete problems across the physical sciences, delivering methods that are accurate, data-efficient, and experimentally useful.
I currently focus on Generative Models, advancing their foundations and applications for high-fidelity, controllable, and physically grounded generation. I also have experience and interests in Scientific Machine Learning (SciML), AI4Physics, 3D Vision, Large Language Models (LLMs), Machine Learning Theory, and Reinforcement Learning (RL).
News
| Sep 21, 2025 | I am actively seeking a suitable PhD position for Fall 2026!!! |
|---|---|
| Sep 18, 2025 | Our paper F-Adapter: Frequency-Adaptive Parameter-Efficient Fine-Tuning in Scientific Machine Learning has been accepted to NeurIPS 2025. |
| Jul 30, 2004 | I was born. Hello World!  |
Selected Honors and Awards
- NeurIPS 2025 Scholar Award, Neural Information Processing Foundation (2025)
- Short-Term Research Award, Nanyang Technological University (2025)
- Yuanhang Fund, Beihang University (2025)
- Merit Student, Beihang University (2024)
- Zhizhen Academy Academic Star Award, Zhizhen Academy, Beihang University (2024)
- BYD Undergraduate Scholarship, BYD Company (2024)
- First-Class Honor Scholarship for Academic Competition, Beihang University (BUAA) (2024)
- Award of Merit in SUMMER AIR 2024, Institute for AI Industry Research, Tsinghua University (2024)
- Excellent Project, Committee of 17th National Undergraduate Training Program for Innovation and Entrepreneurship (2024)
- Outstanding Student, Beihang University (2023)
- Special Scholarship for Academic Excellence, Beihang University (2023)
- National Scholarship, Ministry of Education of the People’s Republic of China (2023)
Services
Academic Service: Reviewer for NeurIPS 2025 AI4Science Workshop
Publications
- NeurIPS 2025
F-Adapter: Frequency-Adaptive Parameter-Efficient Fine-Tuning in Scientific Machine LearningProceedings of the 39th Annual Conference on Neural Information Processing Systems (NeurIPS), 2025 - Preprint 2025
AC-PKAN: Attention-Enhanced and Chebyshev Polynomial-Based Physics-Informed Kolmogorov-Arnold NetworksNeurIPS AI4Science Workshop, 2025 - Mathematics (JCR Q1, IF=2.2) 2024
Analysis of High-Order Bright–Dark Rogue Waves in (2+ 1)-D Variable-Coefficient Zakharov Equation via Self-Similar and Darboux TransformationsMathematics, 2024
