Publications

2025

  1. NeurIPS 2025
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    F-Adapter: Frequency-Adaptive Parameter-Efficient Fine-Tuning in Scientific Machine Learning
    Hangwei Zhang, Chun Kang, Yan Wang, and Difan Zou
    Proceedings of the 39th Annual Conference on Neural Information Processing Systems (NeurIPS), 2025
    Paper
  2. Preprint 2025
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    AC-PKAN: Attention-Enhanced and Chebyshev Polynomial-Based Physics-Informed Kolmogorov-Arnold Networks
    Hangwei Zhang, Zhimu Huang, and Yan Wang
    NeurIPS AI4Science Workshop, 2025
    Paper

2024

  1. Mathematics (JCR Q1, IF=2.2) 2024
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    Analysis of High-Order Bright–Dark Rogue Waves in (2+ 1)-D Variable-Coefficient Zakharov Equation via Self-Similar and Darboux Transformations
    Hangwei Zhang, Jie Zong, Geng Tian, and Guangmei Wei
    Mathematics, 2024
    Paper