Dynamic Hybrid Beamforming for Near-Field ISAC: From Model-Based Optimization to GNN-Based Learning
The phenomena of distance-dependent degrees of freedom (DoFs) and spherical wavefronts in the near-field region open new avenues for the development of integrated sensing and communication (ISAC). However, most existing works that employ hybrid beamforming architectures lack the flexibility to accommodate spatially var...