Recently, a research team led by ZJUI Assist. Prof. Qian Chao made significant progress in the intelligent design of metasurfaces. By introducing a physics-informed adaptive screening mechanism, the team successfully achieved the robust transfer of design knowledge for complex micro-nano structures across different scenarios. Relevant findings have been published in Laser & Photonics Reviews, a prestigious international journal in optics (CAS Category 1, Impact Factor = 10.0). Huang Can, a 2024 Master student in Electronic Information, is the first author of the paper.