Distributionally Robust Multi-Timescale Elastic Compute Scheduling for Tail-Latency Controlled Microservices
Elastic compute platforms must provision enough replicas to absorb bursty arrivals while avoiding persistent over-reservation. This paper develops DR-MPC-Elastic, a distributionally robust multi-timescale controller for microservice autoscaling. The method replaces a fixed safety margin with a data-dependent ambiguity...