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Quantization

7 repositories

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 (p…

2,011 217 Updated Mar 4, 2025

This repository contains the models and training scripts used in the papers: "Quantizing Spiking Neural Networks with Integers" (ICONS 2020) and "Memory Organization for Energy-Efficient Learning a…

Python 13 1 Updated Oct 20, 2020

AFP is a hardware-friendly quantization framework for DNNs, which is contributed by Fangxin Liu and Wenbo Zhao.

Python 12 1 Updated Nov 8, 2021

[CVPR-ECV 2023] CFDP: Common Frequency Domain Pruning

Python 8 1 Updated Jan 9, 2024

Efficient computing methods developed by Huawei Noah's Ark Lab

Jupyter Notebook 1,246 218 Updated Nov 5, 2024

BSQ: Exploring Bit-Level Sparsity for Mixed-Precision Neural Network Quantization (ICLR 2021)

Python 40 9 Updated Jan 12, 2021

Libraries for applying sparsification recipes to neural networks with a few lines of code, enabling faster and smaller models

Python 2,115 150 Updated Aug 1, 2024