Graph Neural Network based Service Function Chaining for Automatic Network Control

11 September 2020

Papers citing "Graph Neural Network based Service Function Chaining for Automatic Network Control"

9 / 9 papers shown

Title
Dynamic Preference Multi-Objective Reinforcement Learning for Internet Network Management DongNyeong Heo Daniela N. Rim Heeyoul Choi 30 0 0 16 Jun 2025
Transformer-Empowered Actor-Critic Reinforcement Learning for Sequence-Aware Service Function Chain Partitioning Cyril Shih-Huan Hsu Anestis Dalgkitsis Chrysa Papagianni Paola Grosso 100 0 0 26 Apr 2025
Edge Graph Intelligence: Reciprocally Empowering Edge Networks with Graph Intelligence Liekang Zeng Shengyuan Ye Xu Chen Xiaoxi Zhang Ju Ren Jian Tang Yang Yang Xuemin Shen 151 3 0 08 Jan 2025
GSC: Generalizable Service Coordination Farzad Mohammadi V. Shah-Mansouri GNN 70 1 0 05 Nov 2023
Advanced Scaling Methods for VNF deployment with Reinforcement Learning Namjin Seo DongNyeong Heo Heeyoul Choi 40 1 0 19 Jan 2023
A Graph Neural Networks based Framework for Topology-Aware Proactive SLA Management in a Latency Critical NFV Application Use-case Nikita Jalodia Mohit Taneja A. Davy AI4TS 50 0 0 10 Nov 2022
Sequential Deep Learning Architectures for Anomaly Detection in Virtual Network Function Chains Chung-Ung Lee Jibum Hong DongNyeong Heo Heeyoul Choi AI4TS 49 6 0 29 Sep 2021
Graph-based Deep Learning for Communication Networks: A Survey Weiwei Jiang GNN AI4CE 117 201 0 04 Jun 2021
Reinforcement Learning of Graph Neural Networks for Service Function Chaining DongNyeong Heo Doyoung Lee Heegon Kim Suhyun Park Heeyoul Choi GNN 40 9 0 17 Nov 2020