Geometry-Aware Neural Optimizer for Shape Optimization and Inversion. - Guoze Sun; Tianya Miao; Haoyang Huang; Huaguan Chen; Han Wan; Rui Zhang 052; Hao Sun 002 (CoRR, 2026)