316 citations · 661 across the 65 of their papers we have counts for
Showing 2023 · cs.ITShow all
2 papers · 2 filters
cs.IT2023★ 1 cited
High-Dimensional Smoothed Entropy Estimation via Dimensionality Reduction
Kristjan Greenewald, Brian Kingsbury, Yuancheng Yu
We study the problem of overcoming exponential sample complexity in differential entropy estimation under Gaussian convolutions. Specifically, we consider the estimation of the dif…
cs.IT2023★ 3 cited
Minimum-Entropy Coupling Approximation Guarantees Beyond the Majorization Barrier
Spencer Compton, Dmitriy Katz, Benjamin Qi +2
Given a set of discrete probability distributions, the minimum entropy coupling is the minimum entropy joint distribution that has the input distributions as its marginals. This ha…