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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Tao Wang

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Book Open access Aug 2026

PoL-BFL: Towards Trustworthy Federated Learning with Zero-Knowledge Proofs and Verifiable Incentives

PoL-BFL is proposed, a framework that bridges a critical verification gap through a novel "verify-then-slash" paradigm to make verification economically decisive rather than exhaustive, and proves that honest participation is strictly more profitable than cheating for rational clients whenever the detection probability...

Xiubo Wei, Yahong Chen, Jiahui Hu et al. · 0 citations
Book Open access Aug 2026

PoL-BFL: Towards Trustworthy Federated Learning with Zero-Knowledge Proofs and Verifiable Incentives

Decentralized Federated Learning removes the need for a trusted central server but introduces a critical verification gap: participants cannot prove to each other that they have honestly executed the costly local training. This gap undermines both security and incentive alignment, as rational clients are tempted to che...

Xiubo Wei, Yahong Chen, Jiahui Hu et al. · 0 citations

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