Ming Xiao

Resource-efficient Semantic Coding Schemes with Manifold-constrained Hyper-connections

The proposed mHC-based semantic encoder applies multiple residual streams and constrains their interaction by doubly stochastic (DS) mixing matrices to improve semantic/task performance, communication robustness, and convergence stability over residual and unconstrained HC baselines, while requiring no additional chann...