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Author

Baichuan Zhao

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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
Preprint Aug 2026

Lyapunov-Based Completion-Aware Scheduling for PDU Set-Based Real-Time XR Traffic

A Lyapunov-based completion-aware completion-aware MAC scheduler that jointly captures the set-level completion dependency, deadline urgency, and completion feasibility of each head-of-line PDU set is proposed.

Baichuan Zhao, Qi Sun, Nan Li et al. · 0 citations

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