Vbq - Githubissues

bamler-lab / constriction

Entropy coders for research and production in Python and Rust.

https://bamler-lab.github.io/constriction/

Apache License 2.0

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Vbq #45

Open robamler opened 9 months ago

robamler commented 9 months ago

Implement a fast Variational Bayesian Quantization with a dynamically adjusting empirical prior.

See:

for the original proposal: Yang, Bamler, and Mandt, "Variatioinal Bayesian Quantization", ICML 2020
for an evaluation on neural network compression: Tan and Bamler, "Post-Training Neural Network Compression With Variational Bayesian Quantization", Deploy & Monitor ML Workshop at NeurIPS 2022