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Elastic Job Scheduling with Unknown Utility Functions

We consider a bipartite network consisting of job schedulers and parallel servers. Jobs arrive at the schedulers following stochastic processes with unknown arrival rates, and get routed to the servers, which execute the jobs with unknown service rates. The jobs are elastic, as their "size", i.e., the amount of service needed for their completion, is determined by the schedulers.