SCOPE-FL: A Strategy-proof Chain-based Optimal pareto efficient Federated Learning System
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In three linesSCOPE-FL introduces a hierarchical Federated Learning system using the Top Trading Cycle algorithm for client selection. The mechanism guarantees Pareto efficiency and strategy-proofness, with reward distribution via Shapley value approximation and blockchain execution. Evaluation on MNIST, Fashion-MNIST, CIFAR-10 shows improvement over DA, IAS.Read source
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