Efficient RIS Inverse Design Enabled by Microwave Network Decoupling and Active Learning
Reconfigurable intelligent surfaces (RISs) are promising for dynamic wireless networks, yet their inverse design is still limited by costly full-wave datasets and inefficient optimization in high-dimensional topology spaces. To address these challenges, this article proposes a physics-informed and data-efficient invers...