Author

Chenyang Yang

3 papers indexed here

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Open access 2026

A Decomposed Learning Framework for Hybrid Precoding

Learning-based hybrid precoding has emerged as a promising solution for low-latency multi-user transmission in large-scale antenna systems. However, its practical deployment is often hindered by high training overhead, and poor generalization across varying system sizes. These limitations fundamentally stem from the fa...

Nai-Tian Zhang, Chen-Yang Yang · IEEE Open Journal of the Com... · 0 citations

Preprint Jul 2026

Cross-System Neural Precoder: Exploiting Structural Consistency for Fast Adaptation

Simulation results show that pre-trained XNPs achieve fast adaptation to new configurations with significantly fewer training samples and epochs than a graph neural network-based baseline, demonstrating that cross-system adaptability can be achieved by exploiting shared computational structure, rather than relying on l...

Jia Guo, Chen-Yang Yang · 0 citations

Preprint Jul 2026

Positional Attention-based Graph Neural Network for Learning Permutation Non-equivariant Wireless Policies

Graph neural networks (GNNs) have emerged as a promising approach to learning wireless policies efficiently by leveraging topology prior and incorporating relational inductive biases. However, when the optimal policy is not permutation equivariant (PE), conventional GNNs suffer from mismatched inductive biases, leading...

Baichuan Zhao, Chenyang Yang, Jianyu Zhao et al. · 0 citations