[PDF][PDF] LINC: Enabling Low-Resource In-network Classification and Incremental Model Update

H Yan, Q Li, G Xie, G Tyson, Y Jiang - 2024 IEEE 32st International …, 2024 - eecs.qmul.ac.uk
Deploying machine learning models within the data plane can facilitate traffic analysis at line
rate. Nevertheless, existing schemes suffer from performance degradation when faced with …

Themis: A passive-active hybrid framework with in-network intelligence for lightweight failure localization

J Xiao, Q Li, D Zhao, X Zuo, W Tang, Y Jiang - Computer Networks, 2024 - Elsevier
The fast and efficient failure detection and localization is essential for stable network
transmission. Unfortunately, existing schemes suffer from a few drawbacks such as …

Orchestrating multi-tenant code updates across multiple programmable switches

T Geier, S Rieger - NOMS 2024-2024 IEEE Network Operations …, 2024 - ieeexplore.ieee.org
In recent years, programmable devices delivering accelerated hardware-assisted network
functions became more prevalent, esp. in data center and service provider networks. While …

[PDF][PDF] MrgRecmp4: Efficient Stateful SFC Recompilation in PDP Switches with Flexible Table Merging

T Li, Z Wei, X Chen, Z Zhu - researchgate.net
The fast development of P4-based programmable data plane (PDP) has motivated the
offloading of service function chains (SFCs) to switches. To adapt to dynamic service …