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Borja Balle, Gilles Barthe, Marco Gaboardi, Privacy amplification by subsampling: Tight analyses via couplings, divergences, Advances in neural information processing systems 31 ( · 2018

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cs.LG 1

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2025 1

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CONDITIONAL 1

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The Role of Randomness in Stability

cs.LG · 2025-02-11 · conditional · novelty 8.0

Randomness complexity for replicability and differential privacy equals, up to one bit, the inverse log of global stability, and finite randomness complexity of PAC learning exactly matches finite Littlestone dimension.

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  • The Role of Randomness in Stability cs.LG · 2025-02-11 · conditional · none · ref 2

    Randomness complexity for replicability and differential privacy equals, up to one bit, the inverse log of global stability, and finite randomness complexity of PAC learning exactly matches finite Littlestone dimension.