C. Daskalakis

activity

20052026

most citedThe Robust Manifold Defense: Adversarial Training using Generative Models

116 citations · 1.1k across the 89 of their papers we have counts for

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Showing 2011 · cs.DSShow all

3 papers · 2 filters

cs.DS2011★ 49 cited

Testing $k$ -Modal Distributions: Optimal Algorithms via Reductions

Constantinos Daskalakis, Ilias Diakonikolas, Rocco A. Servedio +2

We give highly efficient algorithms, and almost matching lower bounds, for a range of basic statistical problems that involve testing and estimating the L_1 distance between two k-…

cs.DS2011★ 2 cited

Learning Poisson Binomial Distributions

Constantinos Daskalakis, Ilias Diakonikolas, Rocco A. Servedio

We consider a basic problem in unsupervised learning: learning an unknown \emph{Poisson Binomial Distribution}. A Poisson Binomial Distribution (PBD) over ${0, 1, \dots, n}$ is the…

cs.DS2011

Learning $k$ -Modal Distributions via Testing

Constantinos Daskalakis, Ilias Diakonikolas, Rocco A. Servedio

A $k$ -modal probability distribution over the discrete domain ${1, ..., n}$ is one whose histogram has at most $k$ "peaks" and "valleys." Such distributions are natural generalizat…

Testing k-Modal Distributions: Optimal Algorithms via Reductions

Learning Poisson Binomial Distributions

Learning k-Modal Distributions via Testing

Testing $k$ -Modal Distributions: Optimal Algorithms via Reductions

Learning $k$ -Modal Distributions via Testing