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    Home»Development»PINE: Efficient Norm-Bound Verification for Secret-Shared Vectors

    PINE: Efficient Norm-Bound Verification for Secret-Shared Vectors

    July 26, 2024

    Secure aggregation of high-dimensional vectors is a fundamental primitive in federated statistics and learning. A two-server system such as PRIO allows for scalable aggregation of secret-shared vectors. Adversarial clients might try to manipulate the aggregate, so it is important to ensure that each (secret-shared) contribution is well-formed. In this work, we focus on the important and well-studied goal of ensuring that each contribution vector has bounded Euclidean norm. Existing protocols for ensuring bounded-norm contributions either incur a large communication overhead, or only allow for…

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