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SCOPE-FL: A Strategy-proof Chain-based Optimal pareto efficient Federated Learning System

arXiv cs.LG · 2026-06-18 Cached

This paper introduces SCOPE-FL, a hierarchical federated learning framework that uses the Top Trading Cycle algorithm to ensure strategy-proofness and Pareto efficiency in client selection, with reward distribution via Shapley value approximation and blockchain-based execution.

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