8 citations · 8 across the 7 of their papers we have counts for
4 papers · 1 filter
Sparse Mean Field Load Balancing in Large Localized Queueing Systems
Anam Tahir, Kai Cui, Heinz Koeppl
Scalable load balancing algorithms are of great interest in cloud networks and data centers, necessitating the use of tractable techniques to compute optimal load balancing policie…
Optimal Offloading Strategies for Edge-Computing via Mean-Field Games and Control
Kai Cui, Mustafa Burak Yilmaz, Anam Tahir +2
The optimal offloading of tasks in heterogeneous edge-computing scenarios is of great practical interest, both in the selfish and fully cooperative setting. In practice, such syste…
Learning Mean-Field Control for Delayed Information Load Balancing in Large Queuing Systems
Anam Tahir, Kai Cui, Heinz Koeppl
Recent years have seen a great increase in the capacity and parallel processing power of data centers and cloud services. To fully utilize the said distributed systems, optimal loa…
Load Balancing in Compute Clusters with Delayed Feedback
Anam Tahir, Bastian Alt, Amr Rizk +1
Load balancing arises as a fundamental problem, underlying the dimensioning and operation of many computing and communication systems, such as job routing in data center clusters,…