Author

Jing Lin

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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