CFR-RL: Traffic Engineering with Reinforcement Learning in SDN

CFR-RL: Traffic Engineering with Reinforcement Learning in SDN

24 April 2020

Member Ieee Junjie Zhang

Senior Member Ieee Zehua Guo

F. I. H. Jonathan Chao

Papers citing "CFR-RL: Traffic Engineering with Reinforcement Learning in SDN"

10 / 10 papers shown

Title
Reinforcement Learning Discovers Efficient Decentralized Graph Path Search Strategies Alexei Pisacane Victor-Alexandru Darvariu Mirco Musolesi 27 0 0 12 Sep 2024
Beyond the Edge: An Advanced Exploration of Reinforcement Learning for Mobile Edge Computing, its Applications, and Future Research Trajectories Ning Yang Shuo Chen Haijun Zhang Randall Berry OffRL 42 6 0 22 Apr 2024
Graph Reinforcement Learning for Combinatorial Optimization: A Survey and Unifying Perspective Victor-Alexandru Darvariu Stephen Hailes Mirco Musolesi AI4CE 53 6 0 09 Apr 2024
Intelligent multicast routing method based on multi-agent deep reinforcement learning in SDWN Hongwen Hu Miao Ye Chenwei Zhao Qiuxiang Jiang Yong Wang Hongbing Qiu Xiaofang Deng 30 2 0 12 May 2023
Teal: Learning-Accelerated Optimization of WAN Traffic Engineering Zhiying Xu Francis Y. Yan Rachee Singh Justin T. Chiu Alexander M. Rush Minlan Yu 26 44 0 25 Oct 2022
DRL-M4MR: An Intelligent Multicast Routing Approach Based on DQN Deep Reinforcement Learning in SDN Chenwei Zhao Miao Ye Xingsi Xue Jianhui Lv Qiuxiang Jiang Yong Wang 27 17 0 31 Jul 2022
ENERO: Efficient Real-Time WAN Routing Optimization with Deep Reinforcement Learning Paul Almasan Shihan Xiao Xiangle Cheng Xiang Shi Pere Barlet-Ros A. Cabellos-Aparicio 29 19 0 22 Sep 2021
Escaping from Zero Gradient: Revisiting Action-Constrained Reinforcement Learning via Frank-Wolfe Policy Optimization Jyun-Li Lin Wei-Ting Hung Shangtong Yang Ping-Chun Hsieh Xi Liu 40 14 0 22 Feb 2021
Reinforcement Learning for Caching with Space-Time Popularity Dynamics A. Sadeghi G. Giannakis Gang Wang Fatemeh Sheikholeslami 23 1 0 19 May 2020
Deep Reinforcement Learning meets Graph Neural Networks: exploring a routing optimization use case Paul Almasan J. Suárez-Varela Krzysztof Rusek Pere Barlet-Ros A. Cabellos-Aparicio GNN AI4CE 61 186 0 16 Oct 2019