3 papers
cs.LG2026
Polar Code Based Federated Learning: Convergence Analysis and Resource Allocation
Han Xiao, Wei Kang, Nan Liu
Federated learning (FL) enables collaborative model training across distributed devices without sharing raw data; however, it faces significant communication bottlenecks and channe…
eess.SP2026
AI-Native 6G Physical Layer with Cross-Module Optimization and Cooperative Control Agents
Xufei Zheng, Han Xiao, Shi Jin +8
In this article, a framework of AI-native cross-module optimized physical layer with cooperative control agents is proposed, which involves optimization across global AI/ML modules…
eess.SP2024
Interference Cancellation Based Neural Receiver for Superimposed Pilot in Multi-Layer Transmission
Han Xiao, Wenqiang Tian, Shi Jin +4
In this paper, an interference cancellation based neural receiver for superimposed pilot (SIP) in multi-layer transmission is proposed, where the data and pilot are non-orthogonall…