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L is identifiable in the limit if it satisfies Angluin’s condition, one has access to the tell-tale oracle

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stat.ML 1

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2026 1

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Differentially Private Language Generation and Identification in the Limit

stat.ML · 2026-04-09 · unverdicted · novelty 8.0

Differential privacy permits generation in the limit for any countable collection of languages but prohibits identification for collections with two languages having infinite intersection and finite difference; in stochastic settings, private identification is possible exactly when adversarial non-私

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  • Differentially Private Language Generation and Identification in the Limit stat.ML · 2026-04-09 · unverdicted · none · ref 4

    Differential privacy permits generation in the limit for any countable collection of languages but prohibits identification for collections with two languages having infinite intersection and finite difference; in stochastic settings, private identification is possible exactly when adversarial non-私