2 citations · 2 across the 3 of their papers we have counts for
3 papers
Null-Space Flow Matching for MIMO Channel Estimation in Latency-Constrained Systems
Junjie Zhao, Guangming Liang, Xiaonan Liu +1
Accurate yet low-latency channel state information (CSI) acquisition is essential for multiple-input multiple-output (MIMO) communication systems. While advanced deep generative mo…
Computation and Privacy Protection for Satellite-Ground Digital Twin Networks
Yongkang Gong, Haipeng Yao Xiaonan Liu, Mehdi Bennis +2
Satellite-ground integrated digital twin networks (SGIDTNs) are regarded as innovative network architectures for reducing network congestion, enabling nearly-instant data mapping f…
Federated Learning and Meta Learning: Approaches, Applications, and Directions
Xiaonan Liu, Yansha Deng, Arumugam Nallanathan +1
Over the past few years, significant advancements have been made in the field of machine learning (ML) to address resource management, interference management, autonomy, and decisi…