Search Results for author: Hesham El Gamal

Found 3 papers, 2 papers with code

An Efficient Difference-of-Convex Solver for Privacy Funnel

1 code implementation2 Mar 2024 Teng-Hui Huang, Hesham El Gamal

The proposed DC separation results in a closed-form update equation, which allows straightforward application to both known and unknown distribution settings.

Variational Inference

Efficient Alternating Minimization Solvers for Wyner Multi-View Unsupervised Learning

1 code implementation28 Mar 2023 Teng-Hui Huang, Hesham El Gamal

In a nutshell, the proposed solvers offer computational efficiency, theoretical convergence guarantees (local minima), scalable complexity with the number of views, and exceptional accuracy as compared with the state-of-the-art techniques.

Computational Efficiency Representation Learning +1

The Wyner Variational Autoencoder for Unsupervised Multi-Layer Wireless Fingerprinting

no code implementations28 Mar 2023 Teng-Hui Huang, Thilini Dahanayaka, Kanchana Thilakarathna, Philip H. W. Leong, Hesham El Gamal

Our information-theoretic approach can be extended to supervised and semi-supervised settings with straightforward derivations.

Variational Inference

Cannot find the paper you are looking for? You can Submit a new open access paper.