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cs.NI2026
DeepNC: A Fast GNN-based Pre-Verification Surrogate for TSN Configuration
Jiayi Zhu, Jing Lin, Zelong Tian +2
Time-Sensitive Networking (TSN) is critical to deterministic communication in safety-critical domains, with formal verification such as Network Calculus (NC) serving as the corners…
cs.NI2026
TSNBench: Benchmarking LLM Proficiency in Time-Sensitive Networking
Rubi Debnath, Daniel Bujosa Mateu, Luxi Zhao +3
We present TSNBench, the first benchmark for evaluating large language model (LLM) proficiency in Time-Sensitive Networking (TSN), a suite of IEEE 802.1 standards for deterministic…
cs.NI2026
Innovation Discovery System for Networking Research
Mengrui Zhang, Bang Huang, Yunxin Xu +7
As networking systems become increasingly complex, achieving disruptive innovation grows more challenging. At the same time, recent progress in Large Language Models (LLMs) has sho…