Postprocessing the discrete Laplace mechanism yields unbiased estimators for subexponential functions and equivalent distributions to Laplace or Staircase mechanisms under the same privacy parameters.
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2 Pith papers cite this work. Polarity classification is still indexing.
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2026 2verdicts
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SOLANET is a distributed GPU toolkit for neighbor graph construction that reports 11X speedup on 512 APUs for 1B points and 6.9X for 2B points.
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Privacy by Postprocessing the Discrete Laplace Mechanism
Postprocessing the discrete Laplace mechanism yields unbiased estimators for subexponential functions and equivalent distributions to Laplace or Staircase mechanisms under the same privacy parameters.
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SOLANET: Distributed Neighbor Graph Construction on GPU-Accelerated Systems
SOLANET is a distributed GPU toolkit for neighbor graph construction that reports 11X speedup on 512 APUs for 1B points and 6.9X for 2B points.