AutoDFL couples zk-rollups with a decentralized oracle network to scale blockchain-based federated learning and automate reputation scoring, reporting a projected 3000 TPS and up to 20x gas reduction.
Decentralized federated learning under free-riders: Credibility analysis,
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AutoDFL: A Scalable and Automated Reputation-Aware Decentralized Federated Learning
AutoDFL couples zk-rollups with a decentralized oracle network to scale blockchain-based federated learning and automate reputation scoring, reporting a projected 3000 TPS and up to 20x gas reduction.