Search Results for author: Chengyu Xia

Found 2 papers, 0 papers with code

Bayesian Federated Model Compression for Communication and Computation Efficiency

no code implementations11 Apr 2024 Chengyu Xia, Danny H. K. Tsang, Vincent K. N. Lau

We propose a decentralized Turbo variational Bayesian inference (D-Turbo-VBI) FL framework where we firstly propose a hierarchical sparse prior to promote a clustered sparse structure in the weight matrix.

Bayesian Inference Federated Learning +1

Structured Bayesian Compression for Deep Neural Networks Based on The Turbo-VBI Approach

no code implementations21 Feb 2023 Chengyu Xia, Danny H. K. Tsang, Vincent K. N. Lau

We derive an efficient Turbo-variational Bayesian inferencing (Turbo-VBI) algorithm to solve the resulting model compression problem with the proposed prior.

Model Compression

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