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Controller performance in edge clusters can swing dramatically based on workload intensity, with a deep reinforcement-learning approach losing to a simple heuristic by 29 percentage points under heavy load.
Forget incentive compatibility, can you even trust the marketplace operator?
ClusterLess slashes workflow completion times by up to 40% and nearly doubles deadline satisfaction in federated edge environments, outperforming existing methods.
Serverless orchestration falls apart when you move it to space, but this paper proposes a new architecture to fix it.
Pricings, inspired by SaaS subscription models, offer a surprisingly effective and generalizable way to represent and optimize resource allocation in complex computing environments.
Watch an agent learn to juggle the knobs of multiple stream processing services to meet latency goals in a resource-constrained edge environment.