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- W4297649623 abstract "We consider multi-party protocols for classification that are motivated by applications such as e-discovery in court proceedings. We identify a protocol that guarantees that the requesting party receives all responsive documents and the sending party discloses the minimal amount of non-responsive documents necessary to prove that all responsive documents have been received. This protocol can be embedded in a machine learning framework that enables automated labeling of points and the resulting multi-party protocol is equivalent to the standard one-party classification problem (if the one-party classification problem satisfies a natural independence-of-irrelevant-alternatives property). Our formal guarantees focus on the case where there is a linear classifier that correctly partitions the documents." @default.
- W4297649623 created "2022-09-30" @default.
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- W4297649623 date "2022-11-01" @default.
- W4297649623 modified "2023-09-30" @default.
- W4297649623 title "Classification Protocols with Minimal Disclosure" @default.
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- W4297649623 doi "https://doi.org/10.1145/3511265.3550442" @default.
- W4297649623 hasPublicationYear "2022" @default.
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