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Blockchained On-Device Federated Learning

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abstract

By leveraging blockchain, this letter proposes a blockchained federated learning (BlockFL) architecture where local learning model updates are exchanged and verified. This enables on-device machine learning without any centralized training data or coordination by utilizing a consensus mechanism in blockchain. Moreover, we analyze an end-to-end latency model of BlockFL and characterize the optimal block generation rate by considering communication, computation, and consensus delays.

fields

cs.CR 1

years

2025 1

verdicts

CONDITIONAL 1

representative citing papers

A Survey of Secure Semantic Communications

cs.CR · 2025-01-01 · conditional · novelty 3.0

A comprehensive survey of security and privacy challenges in semantic communication, categorized by the SemCom life cycle and paired with available defense technologies.

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  • A Survey of Secure Semantic Communications cs.CR · 2025-01-01 · conditional · none · ref 210 · internal anchor

    A comprehensive survey of security and privacy challenges in semantic communication, categorized by the SemCom life cycle and paired with available defense technologies.