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Vitaly Feldman

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Privacy amplification by random allocationTrust in Decentralized Systems 20262026-03-16
Analyzes k‑out‑t random allocation sampling and provides an algorithm that computes the privacy loss distribution (PLD) for that scheme efficiently, with…
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Open Problem SessionPrivacy and the Science of Data Analysis 20192019-04-08
Nine eight-minute open problems present concrete conjectures, partial results and explicit gaps: a private VC equivalence conjecture linking private uniform…
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Learning without Interaction Requires SeparationPrivacy and the Science of Data Analysis 20192019-04-08
Shows that non‑interactive local differential privacy (LDP) provably needs many more samples: any non‑interactive LDP PAC learner for a negation‑closed class…
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Generalization Bounds for Uniformly Stable AlgorithmsRobust and High-Dimensional Statistics (Simons Institute workshop, 2018)2018-10-29
Shows a new high‑probability generalization bound for uniformly stable algorithms that replaces the prior γ·√n blowup with a bound that scales like √(γ + 1/n)…
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Presentation of EvolvabilityComputational Theories of Evolution2014-03-17
Defines genomes as computable functions and fitness as an empirical performance against an ideal function under an unknown distribution, then shows evolution…
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