222 citations · 591 across the 74 of their papers we have counts for
90 papers
Optimal Quantization for Matrix Multiplication
Or Ordentlich, Yury Polyanskiy
Recent work in machine learning community proposed multiple methods for performing lossy compression (quantization) of large matrices. This quantization is important for accelerati…
Density estimation using the perceptron
Patrik Róbert Gerber, Tianze Jiang, Yury Polyanskiy +1
We propose a new density estimation algorithm. Given i.i.d. observations from a distribution belonging to a class of densities on , our estimator outputs any dens…
Kernel-Based Tests for Likelihood-Free Hypothesis Testing
Patrik Róbert Gerber, Tianze Jiang, Yury Polyanskiy +1
Given observations from two balanced classes, consider the task of labeling an additional inputs that are known to all belong to \emph{one} of the two classes. Special case…
Empirical Bayes via ERM and Rademacher complexities: the Poisson model
Soham Jana, Yury Polyanskiy, Anzo Teh +1
We consider the problem of empirical Bayes estimation for (multivariate) Poisson means. Existing solutions that have been shown theoretically optimal for minimizing the regret (exc…
Coded Orthogonal Modulation for the Multi-Antenna Multiple-Access Channel
Alexander Fengler, Alejandro Lancho, Yury Polyanskiy
This study focuses on (traditional and unsourced) multiple-access communication over a single transmit and multiple () receive antennas. We assume full or partial channel state…
Comparing Poisson and Gaussian channels (extended)
Anzo Teh, Yury Polyanskiy
Consider a pair of input distributions which after passing through a Poisson channel become -close in total variation. We show that they must necessarily then be -…