Using gans for sharing networked time series data: Challenges, initial promise, and open questions

Z Lin, A Jain, C Wang, G Fanti, V Sekar - Proceedings of the ACM …, 2020 - dl.acm.org
Limited data access is a longstanding barrier to data-driven research and development in
the networked systems community. In this work, we explore if and how generative …

Real-time incident prediction for online service systems

N Zhao, J Chen, Z Wang, X Peng, G Wang… - Proceedings of the 28th …, 2020 - dl.acm.org
Incidents in online service systems could dramatically degrade system availability and
destroy user experience. To guarantee service quality and reduce economic loss, it is …

- TRANSFER: A Novel Framework for Efficient Deep Transfer Learning in Networking

TV Phan, S Sultana, TG Nguyen… - … Conference on Artificial …, 2020 - ieeexplore.ieee.org
In this paper, we propose a novel framework, namely Q-TRANSFER, to address the
insufficiency problem of the actual training data sets in modern networking platforms in order …

Online VNF chaining and predictive scheduling: Optimality and trade-offs

X Huang, S Bian, X Gao, W Wu, Z Shao… - IEEE/ACM …, 2021 - ieeexplore.ieee.org
For NFV systems, the key design space includes the function chaining for network requests
and the resource scheduling for servers. The problem is challenging since NFV systems …

A Comprehensive Study of Bugs in Software Defined Networks

A Bhardwaj, Z Zhou, TA Benson - 2021 51st Annual IEEE/IFIP …, 2021 - ieeexplore.ieee.org
Software-defined networking (SDN) enables innovative and impressive solutions in the
networking domain by decoupling the control plane from the data plane. In an SDN …

A real application enabled traffic generator for networking ai model development

K Alsulami, J Zhang, F Ye - ICC 2021-IEEE International …, 2021 - ieeexplore.ieee.org
Network measurement and management are more challenging in the next generation
network systems due to the increasing demand for communications and complex network …

Proactive live migration for virtual network functions using machine learning

S Jeong, N Van Tu, JH Yoo… - 2021 17th International …, 2021 - ieeexplore.ieee.org
VM (Virtual Machine) live migration is a server virtualization technique for deploying a
running VM to another server node while minimizing downtime of service the VM provides …

LOCOMOTIVE 5G Core for 6G ready Resilient and Highly Available Network Slices and SFCs

S Sarkar, S Vittal - 2022 18th International Conference on …, 2022 - ieeexplore.ieee.org
The presence of a Load Balancer (LB) s is much significant to keep up the High Availability
(HA) and resilience of the scalable 5G Core (5GC). The whole system may collapse just …

The next generation platform as a service: Composition and deployment of platforms and services

A Mimidis-Kentis, J Soler, P Veitch, A Broadbent… - Future Internet, 2019 - mdpi.com
The emergence of widespread cloudification and virtualisation promises increased flexibility,
scalability, and programmability for the deployment of services by Vertical Service Providers …

Cloud native applications profiling using a graph neural networks approach

A Boukhtouta, T Madi, M Pourzandi… - 2022 IEEE Future …, 2022 - ieeexplore.ieee.org
The convergence of Telecommunication and industry operational networks towards cloud
native applications has enabled the idea to integrate protection layers to harden security …