activity
20142022
most citedJoint Service Placement and Request Routing in Multi-cell Mobile Edge Computing Networks

8 citations · 11 across the 10 of their papers we have counts for

collaborators

10 papers

cs.CV2022

Robust and Resource-efficient Machine Learning Aided Viewport Prediction in Virtual Reality

Yuang Jiang, Konstantinos Poularakis, Diego Kiedanski +2

360-degree panoramic videos have gained considerable attention in recent years due to the rapid development of head-mounted displays (HMDs) and panoramic cameras. One major problem…

cs.LG2020

State Action Separable Reinforcement Learning

Ziyao Zhang, Liang Ma, Kin K. Leung +2

Reinforcement Learning (RL) based methods have seen their paramount successes in solving serial decision-making and control problems in recent years. For conventional RL formulatio…

cs.NI2019★ 1 cited

MACS: Deep Reinforcement Learning based SDN Controller Synchronization Policy Design

Ziyao Zhang, Liang Ma, Konstantinos Poularakis +3

In distributed software-defined networks (SDN), multiple physical SDN controllers, each managing a network domain, are implemented to balance centralised control, scalability, and…

cs.NI2019★ 8 cited

Joint Service Placement and Request Routing in Multi-cell Mobile Edge Computing Networks

Konstantinos Poularakis, Jaime Llorca, Antonia M. Tulino +2

The proliferation of innovative mobile services such as augmented reality, networked gaming, and autonomous driving has spurred a growing need for low-latency access to computing r…

cs.NI2019

Learning the Optimal Synchronization Rates in Distributed SDN Control Architectures

Konstantinos Poularakis, Qiaofeng Qin, Liang Ma +3

Since the early development of Software-Defined Network (SDN) technology, researchers have been concerned with the idea of physical distribution of the control plane to address sca…

cs.NI2018

DQ Scheduler: Deep Reinforcement Learning Based Controller Synchronization in Distributed SDN

Ziyao Zhang, Liang Ma, Konstantinos Poularakis +2

In distributed software-defined networks (SDN), multiple physical SDN controllers, each managing a network domain, are implemented to balance centralized control, scalability and r…

cs.NI2018

SDN-enabled Tactical Ad Hoc Networks: Extending Programmable Control to the Edge

Konstantinos Poularakis, George Iosifidis, Leandros Tassiulas

Modern tactical operations have complex communication and computing requirements, often involving different coalition teams, that cannot be supported by today's mobile ad hoc netwo…

cs.NI2017★ 2 cited

Bringing SDN to the Mobile Edge

Konstantinos Poularakis, Qiaofeng Qin, Erich Nahum +2

Nowadays, Software Defined Network (SDN) architectures and applications are revolutionizing the way wired networks are built and operate. However, little is known about the potenti…

cs.IT2014

Exploiting User Mobility for Wireless Content Delivery

Konstantinos Poularakis, Leandros Tassiulas

We consider the problem of storing segments of encoded versions of content files in a set of base stations located in a communication cell. These base stations work in conjunction…

cs.NI2014

Multicast-aware Caching for Small Cell Networks

Konstantinos Poularakis, George Iosifidis, Vasilis Sourlas +1

The deployment of small cells is expected to gain huge momentum in the near future, as a solution for managing the skyrocketing mobile data demand growth. Local caching of popular…