Networking systems of AI: On the convergence of computing and communications

L Song, X Hu, G Zhang, P Spachos… - IEEE Internet of …, 2022 - ieeexplore.ieee.org
Artificial intelligence (AI) and 5G system have been two hot technical areas that are
changing the world. On the deep convergence of computing and communication, networking …

Hlb: Toward load-aware load balancing

Z Yao, Y Desmouceaux… - IEEE/ACM …, 2022 - ieeexplore.ieee.org
The purpose of network load balancers is to optimize quality of service to the users of a set
of servers–basically, to improve response times and to reducing computing resources–by …

Learning distributed and fair policies for network load balancing as markov potential game

Z Yao, Z Ding - Advances in Neural Information Processing …, 2022 - proceedings.neurips.cc
This paper investigates the network load balancing problem in data centers (DCs) where
multiple load balancers (LBs) are deployed, using the multi-agent reinforcement learning …

Multi-agent reinforcement learning for network load balancing in data center

Z Yao, Z Ding, T Clausen - Proceedings of the 31st ACM International …, 2022 - dl.acm.org
This paper presents the network load balancing problem, a challenging real-world task for
multi-agent reinforcement learning (MARL) methods. Conventional heuristic solutions like …

Aquarius—Enable Fast, Scalable, Data-Driven Service Management in the Cloud

Z Yao, Y Desmouceaux… - … on Network and …, 2022 - ieeexplore.ieee.org
In order to dynamically manage and update networking policies in cloud data centers,
Virtual Network Functions (VNFs) use, and therefore actively collect, networking state …

Network load balancing for edge-cloud continuum ecosystems

A Paszkiewicz, M Bolanowski, C Ćwikła… - … Conference on Electrical …, 2022 - Springer
This contribution concerns load balancing, based on mechanisms from complex systems
theory dedicated to IoT solutions within the Edge-Cloud continuum. The basis of considered …

Charon: Load-aware load-balancing in p4

C Rizzi, Z Yao, Y Desmouceaux… - … on Network and …, 2021 - ieeexplore.ieee.org
Load-Balancers play an important role in data centers as they distribute network flows
across application servers and guarantee per-connection consistency. It is hard however to …

Comparison Analysis of Load Balance Performance Per Connection Classifier (Pcc) And Equal Cost Multi-Path (Ecmp) Networks for Multiple Path Networks

SA Pasaribu - International Journal of Information …, 2022 - ejournal.gevivapublisher.org
One technique to improve connection stability in a network is to use more than one Internet
Service Provider (ISP). To make this possible, a load balancer is needed. Examples of load …

Reinforced workload distribution fairness

Z Yao, Z Ding, TH Clausen - arXiv preprint arXiv:2111.00008, 2021 - arxiv.org
Network load balancers are central components in data centers, that distributes workloads
across multiple servers and thereby contribute to offering scalable services. However, when …

FlowBot: A Learning-Based Co-bottleneck Flow Detector for Video Servers

J Song, BR Chen, B Song, A Ying… - 2023 IEEE 31st …, 2023 - ieeexplore.ieee.org
Recent research has proposed that Content Delivery Networks (CDNs) can use better
bandwidth allocation to improve video streaming services through congested links. Because …