Search Results for author: Teng-Hui Huang

Found 4 papers, 3 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

A Provably Convergent Information Bottleneck Solution via ADMM

1 code implementation9 Feb 2021 Teng-Hui Huang, Aly El Gamal

Conventionally, it resorts to characterizing the information plane, that is, plotting $I(Y;Z)$ versus $I(X;Z)$ for all solutions obtained from different initial points.

Information Plane Representation Learning

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