#117 · Primary category: AI Tool Directories & Curated Lists

Awesome-Model-Quantization

awesome binarized-neural-networks binary-network deep-learning efficient-deep-learning lightweight-neural-network model-acceleration model-compression model-quantization quantization

A list of papers, docs, codes about model quantization. This repo is aimed to provide the info for model quantization research, we are continuously improving the project. Welcome to PR the works (papers, repositories) that are missed by the repo.

Project last updated:07/10/26

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Why we included this project

Quantization work is spread across papers, benchmark repos, books, and code, and this list collects it into one place you can actually navigate. Survey papers sit next to year-by-year research listings, and every entry links out to the paper and its implementation, so a benchmark like BiBench takes you straight to the code. The maintainers accept pull requests, which keeps the list from going stale in a field that moves quickly. It is not something you deploy, but when you are trying to decide which quantization approach to test on your own model, it is a useful map that saves a lot of digging.

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