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.
☆2,433Jul 10, 2026Updated last month
Alternatives and similar repositories for Awesome-Model-Quantization
Users that are interested in Awesome-Model-Quantization are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- List of papers related to neural network quantization in recent AI conferences and journals.☆845Mar 27, 2025Updated last year
- A list of papers, docs, codes about efficient AIGC. This repo is aimed to provide the info for efficient AIGC research, including languag…☆208Feb 10, 2025Updated last year
- Model Quantization Benchmark☆880Apr 20, 2025Updated last year
- Quantization library for PyTorch. Support low-precision and mixed-precision quantization, with hardware implementation through TVM.☆463May 15, 2023Updated 3 years ago
- Pytorch implementation of BRECQ, ICLR 2021☆301Aug 1, 2021Updated 5 years ago
- 1-Click AI Models by DigitalOcean Gradient • AdDeploy popular AI models on DigitalOcean Gradient GPU virtual machines with just a single click. Zero configuration with optimized deployments.
- A curated list of neural network pruning resources.☆2,497Apr 4, 2024Updated 2 years ago
- [IJCAI 2022] FQ-ViT: Post-Training Quantization for Fully Quantized Vision Transformer☆360Apr 11, 2023Updated 3 years ago
- Summary, Code for Deep Neural Network Quantization☆564Updated this week
- [ICML 2023] SmoothQuant: Accurate and Efficient Post-Training Quantization for Large Language Models☆1,679Jul 12, 2024Updated 2 years ago
- Unofficial implementation of LSQ-Net, a neural network quantization framework☆316May 8, 2024Updated 2 years ago
- micronet, a model compression and deploy lib. compression: 1、quantization: quantization-aware-training(QAT), High-Bit(>2b)(DoReFa/Quantiz…☆2,266May 6, 2025Updated last year
- [CVPR'20] ZeroQ: A Novel Zero Shot Quantization Framework☆281Dec 8, 2023Updated 2 years ago
- PyTorch implementation for the APoT quantization (ICLR 2020)☆286Dec 11, 2024Updated last year
- PPL Quantization Tool (PPQ) is a powerful offline neural network quantization tool.☆1,817Mar 28, 2024Updated 2 years ago
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- The official PyTorch implementation of the ICLR2022 paper, QDrop: Randomly Dropping Quantization for Extremely Low-bit Post-Training Quan…☆132Sep 23, 2025Updated 11 months ago
- Post-Training Quantization for Vision transformers.☆245Jul 19, 2022Updated 4 years ago
- Awesome LLM compression research papers and tools.☆1,867Updated this week
- AIMET is a library that provides advanced quantization and compression techniques for trained neural network models.☆2,690Updated this week
- [ICML 2023] This project is the official implementation of our accepted ICML 2023 paper BiBench: Benchmarking and Analyzing Network Binar…☆55Mar 4, 2024Updated 2 years ago
- Code for the ICLR 2023 paper "GPTQ: Accurate Post-training Quantization of Generative Pretrained Transformers".☆2,362Mar 27, 2024Updated 2 years ago
- Awesome machine learning model compression research papers, quantization, tools, and learning material.☆546Sep 21, 2024Updated last year
- [CVPR 2020] This project is the PyTorch implementation of our accepted CVPR 2020 paper : forward and backward information retention for a…☆181Mar 14, 2020Updated 6 years ago
- A curated list for Efficient Large Language Models☆2,036Jun 17, 2025Updated last year
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting for WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Deploy in minutes on Cloudways by DigitalOcean.
- Nonuniform-to-Uniform Quantization: Towards Accurate Quantization via Generalized Straight-Through Estimation. In CVPR 2022.☆139Apr 28, 2022Updated 4 years ago
- A simple network quantization demo using pytorch from scratch.☆543Jun 18, 2023Updated 3 years ago
- PyTorch implementation of Data Free Quantization Through Weight Equalization and Bias Correction.☆264Oct 3, 2023Updated 2 years ago
- Brevitas: neural network quantization in PyTorch☆1,567Updated this week
- [CVPR 2023] DepGraph: Towards Any Structural Pruning; LLMs, Vision Foundation Models, etc.☆3,348Sep 7, 2025Updated 11 months ago
- [MLSys'25] QServe: W4A8KV4 Quantization and System Co-design for Efficient LLM Serving; [MLSys'25] LServe: Efficient Long-sequence LLM Se…☆854Mar 6, 2025Updated last year
- [CVPR 2019, Oral] HAQ: Hardware-Aware Automated Quantization with Mixed Precision☆408Feb 26, 2021Updated 5 years ago
- [CVPR 2023] PD-Quant: Post-Training Quantization Based on Prediction Difference Metric☆61Mar 23, 2023Updated 3 years ago
- Reorder-based post-training quantization for large language model☆200May 17, 2023Updated 3 years ago
- Bare Metal GPUs on DigitalOcean Gradient AI • AdPurpose-built for serious AI teams training foundational models, running large-scale inference, and pushing the boundaries of what's possible.
- [MLSys 2024 Best Paper Award] AWQ: Activation-aware Weight Quantization for LLM Compression and Acceleration☆3,623Jul 17, 2025Updated last year
- BitSplit Post-trining Quantization☆49Dec 20, 2021Updated 4 years ago
- [ICLR2024 spotlight] OmniQuant is a simple and powerful quantization technique for LLMs.☆909Nov 26, 2025Updated 9 months ago
- This project is the official implementation of our accepted ICLR 2022 paper BiBERT: Accurate Fully Binarized BERT.☆89Jun 2, 2023Updated 3 years ago
- [ICML'21 Oral] I-BERT: Integer-only BERT Quantization☆270Jan 29, 2023Updated 3 years ago
- [EMNLP 2024 & AAAI 2026] A powerful toolkit for compressing large models including LLMs, VLMs, and video generative models.☆743May 14, 2026Updated 3 months ago
- Bi-Real Net: Enhancing the Performance of 1-bit CNNs With Improved Representational Capability and Advanced Training Algorithm. In ECCV 2…☆185Mar 28, 2021Updated 5 years ago