Search Results for author: Sreejith Sreekumar

Found 4 papers, 0 papers with code

Quantum Neural Estimation of Entropies

no code implementations3 Jul 2023 Ziv Goldfeld, Dhrumil Patel, Sreejith Sreekumar, Mark M. Wilde

Entropy measures quantify the amount of information and correlation present in a quantum system.

Neural Estimation of Statistical Divergences

no code implementations7 Oct 2021 Sreejith Sreekumar, Ziv Goldfeld

Statistical divergences (SDs), which quantify the dissimilarity between probability distributions, are a basic constituent of statistical inference and machine learning.

Non-Asymptotic Performance Guarantees for Neural Estimation of $\mathsf{f}$-Divergences

no code implementations11 Mar 2021 Sreejith Sreekumar, Zhengxin Zhang, Ziv Goldfeld

Statistical distances (SDs), which quantify the dissimilarity between probability distributions, are central to machine learning and statistics.

Communicate to Learn at the Edge

no code implementations28 Sep 2020 Deniz Gunduz, David Burth Kurka, Mikolaj Jankowski, Mohammad Mohammadi Amiri, Emre Ozfatura, Sreejith Sreekumar

Bringing the success of modern machine learning (ML) techniques to mobile devices can enable many new services and businesses, but also poses significant technical and research challenges.

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