Distributed Systems
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Evolutionary RL Hybrid Cuts SLA Violations 45% and Carbon Emissions 12% in Edge-Cloud Graph Workloads
MERSEM is a multi-objective scheduling framework that combines evolutionary search with reinforcement learning to optimize graph analytics workloads across heterogeneous edge-cloud environments. The evolutionary component handles broad global exploration of scheduling solutions, while the RL agent p…