3 papers
cs.NI2026
LYRA: Label-Free Structural Synchronization and Resource Allocation for UAV Edge Networks
Feng He, Alireza Furutanpey, Paolo Bellavista +4
While deploying hierarchical vision models to process mission-critical tasks, UAV edge systems must adaptively update the models to sustain inference reliability under low-level en…
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.NI2025
Efficient Adaptive Bandwidth Allocation for Deadline-Aware Online Admission Control in Time-Sensitive Networking
Sifan Yu, Feng He, Anlan Xie +1
With the growing demand for dynamic real-time applications, online admission control for time-critical event-triggered (ET) traffic in Time-Sensitive Networking (TSN) has become a…