Penghao Sun

TIDE: Time-relevant deep reinforcement learning for routing optimization

Penghao Sun, Yuxiang Hu, Julong Lan et al. · Future Generation Computer Systems · 2019 · 116 citations

Artificial Intelligence, Engineering, Deep Reinforcement Learning +3

Combining Deep Reinforcement Learning With Graph Neural Networks for Optimal VNF Placement

Penghao Sun, Julong Lan, Junfei Li et al. · IEEE Communications Letters · 2020 · 71 citations

Artificial Intelligence, Engineering, Machine Learning +18

MARVEL: Enabling controller load balancing in software-defined networks with multi-agent reinforcement learning

Penghao Sun, Zehua Guo, Gang Wang et al. · Computer Networks · 2020 · 57 citations

Enabling Controller Load, Multi-agent Reinforcement Learning, Engineering +8

Enabling Scalable Routing in Software-Defined Networks With Deep Reinforcement Learning on Critical Nodes

Penghao Sun, Zehua Guo, Junfei Li et al. · IEEE/ACM Transactions on Networking · 2021 · 56 citations

Artificial Intelligence, Engineering, Network Routing +16

ScaleDRL: A Scalable Deep Reinforcement Learning Approach for Traffic Engineering in SDN with Pinning Control

Penghao Sun, Zehua Guo, Julong Lan et al. · Computer Networks · 2021 · 53 citations

Network Flows, Engineering, Deep Reinforcement Learning +8