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- W4375959092 abstract "Federated learning (FL) allows multiple parties to cooperatively learn a federated model without sharing private data with each other. The need of protecting such federated models from being plagiarized or misused, therefore, motivates us to propose a provable secure model ownership verification scheme using zero-knowledge proof, named FedZKP. It is shown that the FedZKP scheme without disclosing credentials is guaranteed to defeat a variety of existing and potential attacks. Both theoretical analysis and empirical studies demonstrate the security of FedZKP in the sense that the probability for attackers to breach the proposed FedZKP is negligible. Moreover, extensive experimental results confirm the fidelity and robustness of our scheme." @default.
- W4375959092 created "2023-05-10" @default.
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- W4375959092 date "2023-05-08" @default.
- W4375959092 modified "2023-09-27" @default.
- W4375959092 title "FedZKP: Federated Model Ownership Verification with Zero-knowledge Proof" @default.
- W4375959092 doi "https://doi.org/10.48550/arxiv.2305.04507" @default.
- W4375959092 hasPublicationYear "2023" @default.
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