The reusable holdout: Preserving validity in adaptive data analysis

Cynthia Dwork, Vitaly Feldman, Moritz Hardt, +3

Science

Preserving Statistical Validity in Adaptive Data Analysis

Cynthia Dwork, Vitaly Feldman, Moritz Hardt, +3

Discovery TechniqueEngineeringStatistical ValidityData ScienceData Mining +13

Cognitive computing building block: A versatile and efficient digital neuron model for neurosynaptic cores

Andrew S. Cassidy, Paul Merolla, John V. Arthur, +13

EngineeringNeurochipSocial SciencesUnconventional ComputingNeuromorphic Engineering +15

Privacy Amplification by Iteration

Vitaly Feldman, Ilya Mironov, Kunal Talwar, +1

Privacy ProtectionEngineeringMachine LearningInformation SecurityCumulative Privacy Cost +15

Generalization in Adaptive Data Analysis and Holdout Reuse

Cynthia Dwork, Vitaly Feldman, Moritz Hardt, +3

arXiv (Cornell University)

Artificial IntelligenceEngineeringMachine LearningAdaptive ComputingAdaptive Data Analysis +19

Statistical Algorithms and a Lower Bound for Detecting Planted Cliques

Vitaly Feldman, Elena Grigorescu, Lev Reyzin, +2

Journal of the ACM

Computational Complexity TheoryEngineeringCommunity MiningNetwork AnalysisComputational Complexity +24

What Neural Networks Memorize and Why: Discovering the Long Tail via Influence Estimation

Vitaly Feldman, Chiyuan Zhang

arXiv (Cornell University)

Structured PredictionEngineeringMachine LearningSequential LearningNatural Image +20

Statistical algorithms and a lower bound for detecting planted cliques

Vitaly Feldman, Elena Grigorescu, Lev Reyzin, +2

EngineeringCommunity MiningNetwork AnalysisComputational ComplexityCommunity Discovery +21

On Agnostic Learning of Parities, Monomials, and Halfspaces

Vitaly Feldman, Parikshit Gopalan, Subhash Khot, +1

SIAM Journal on Computing

Mathematical ProgrammingArtificial IntelligenceEngineeringMachine LearningAlgorithmic Learning +16

Hiding Among the Clones: A Simple and Nearly Optimal Analysis of Privacy Amplification by Shuffling

Vitaly Feldman, Audra McMillan, Kunal Talwar

Privacy ProtectionEngineeringInformation SecurityInformation ForensicsCommunication +19