Author

Feng He

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Jul 2026

DeepNC: A Fast GNN-based Pre-Verification Surrogate for TSN Configuration

DeepNC is a novel pre-verification surrogate module that pioneers the structural fusion of NC principles into a Graph Neural Network (GNN) for TSN configuration-space exploration, and significantly improves worst-case delay prediction accuracy over state-of-the-art learning-based methods.

Jiayi Zhu, Jing Lin, Zelong Tian et al. · arXiv.org · 0 citations

Preprint Aug 2026

LYRA: Label-Free Structural Synchronization and Resource Allocation for UAV Edge Networks

A joint model update scheduling and resource allocation framework, aiming to maximize long-term semantic fidelity and resource efficiency of UAV edge intelligence systems, and a Lyapunov-guided discrete reinforcement learning algorithm that performs action space dimensionality reduction and transforms constraints into virtual queue stability problems.

Feng He, Alireza Furutanpey, Paolo Bellavista et al. · 0 citations