33 citations · 61 across the 7 of their papers we have counts for
3 papers · 1 filter
Multi-Agent Reinforcement Learning for Network Load Balancing in Data Center
Zhiyuan Yao, Zihan Ding, Thomas Clausen
This paper presents the network load balancing problem, a challenging real-world task for multi-agent reinforcement learning (MARL) methods. Traditional heuristic solutions like We…
Reinforced Workload Distribution Fairness
Zhiyuan Yao, Zihan Ding, Thomas Heide Clausen
Network load balancers are central components in data centers, that distributes workloads across multiple servers and thereby contribute to offering scalable services. However, whe…
Towards Intelligent Load Balancing in Data Centers
Zhiyuan Yao, Yoann Desmouceaux, Mark Townsley +1
Network load balancers are important components in data centers to provide scalable services. Workload distribution algorithms are based on heuristics, e.g., Equal-Cost Multi-Path…