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math.OC2025★ 6 cited
Non-Stationary Gradient Descent for Optimal Auto-Scaling in Serverless Platforms
Jonatha Anselmi, Bruno Gaujal, Louis-Sebastien Rebuffi
To efficiently manage serverless computing platforms, a key aspect is the auto-scaling of services, i.e., the set of computational resources allocated to a service adapts over time…
math.OC2022★ 6 cited
Asynchronous Load Balancing and Auto-scaling: Mean-Field Limit and Optimal Design
Jonatha Anselmi
We develop a Markovian framework for load balancing that combines classical algorithms such as Power-of- with auto-scaling mechanisms that allow the net service capacity to scal…