Awesome list for LLM quantization
☆433Apr 20, 2026Updated 3 months ago
Alternatives and similar repositories for Awesome-LLM-Quantization
Users that are interested in Awesome-LLM-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:
- [ICLR2025]: OSTQuant: Refining Large Language Model Quantization with Orthogonal and Scaling Transformations for Better Distribution Fitt…☆94Apr 8, 2025Updated last year
- Awesome list for LLM pruning.☆297Oct 11, 2025Updated 9 months ago
- [ICML 2025] Official PyTorch implementation of "FlatQuant: Flatness Matters for LLM Quantization"☆223Nov 25, 2025Updated 7 months ago
- This repository contains low-bit quantization papers from 2020 to 2026 on top conference.☆196Jun 25, 2026Updated 3 weeks ago
- List of papers related to neural network quantization in recent AI conferences and journals.☆835Mar 27, 2025Updated last year
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- Fast Hadamard transform in CUDA, with a PyTorch interface☆340Mar 10, 2026Updated 4 months ago
- (AAAI 2026) First-Order Error Matters: Accurate Compensation for Quantized Large Language Models☆16Apr 16, 2026Updated 3 months ago
- Code Repository of Evaluating Quantized Large Language Models☆135Sep 8, 2024Updated last year
- [EMNLP 2024 & AAAI 2026] A powerful toolkit for compressing large models including LLMs, VLMs, and video generative models.☆735May 14, 2026Updated 2 months ago
- A list of papers, docs, codes about model quantization. This repo is aimed to provide the info for model quantization research, we are co…☆2,406Jul 10, 2026Updated last week
- [ICML 2024 Oral] Any-Precision LLM: Low-Cost Deployment of Multiple, Different-Sized LLMs☆130Jul 4, 2025Updated last year
- ☆114Feb 26, 2026Updated 4 months ago
- This repository contains the training code of ParetoQ introduced in our work "ParetoQ Scaling Laws in Extremely Low-bit LLM Quantization"☆131Oct 15, 2025Updated 9 months ago
- Code repo for the paper "SpinQuant LLM quantization with learned rotations"☆417Feb 14, 2025Updated last year
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- A repository dedicated to evaluating the performance of quantizied LLaMA3 using various quantization methods..☆199Jan 14, 2025Updated last year
- LLM model quantization (compression) toolkit with HW acceleration support for Nvidia, AMD, Intel GPU and Intel/AMD/Apple CPU via HF, vLLM…☆1,211Updated this week
- An algorithm for weight-activation quantization (W4A4, W4A8) of LLMs, supporting both static and dynamic quantization☆176Nov 26, 2025Updated 7 months ago
- Awesome LLM compression research papers and tools.☆1,853Jun 30, 2026Updated 3 weeks ago
- [ICLR25] STBLLM: Breaking the 1-Bit Barrier with Structured Binary LLMs☆20Jun 3, 2025Updated last year
- Code implementation of GPTAQ (https://arxiv.org/abs/2504.02692)☆92Jul 28, 2025Updated 11 months ago
- Official implementation of the EMNLP23 paper: Outlier Suppression+: Accurate quantization of large language models by equivalent and opti…☆52Oct 21, 2023Updated 2 years ago
- [NeurIPS 2024 Oral🔥] DuQuant: Distributing Outliers via Dual Transformation Makes Stronger Quantized LLMs.☆186Apr 24, 2026Updated 2 months ago
- [ICML 2025] SliM-LLM: Salience-Driven Mixed-Precision Quantization for Large Language Models☆62Aug 9, 2024Updated last year
- 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.
- [ACL 2024] A novel QAT with Self-Distillation framework to enhance ultra low-bit LLMs.☆139May 16, 2024Updated 2 years ago
- [MLSys'25] QServe: W4A8KV4 Quantization and System Co-design for Efficient LLM Serving; [MLSys'25] LServe: Efficient Long-sequence LLM Se…☆850Mar 6, 2025Updated last year
- [NeurIPS 2024] KVQuant: Towards 10 Million Context Length LLM Inference with KV Cache Quantization☆431Aug 13, 2024Updated last year
- Transformers-compatible library for applying various compression algorithms to LLMs for optimized deployment with vLLM☆3,572Updated this week
- Efficient Mixture of Experts for LLM Paper List☆184Jun 16, 2026Updated last month
- Model Compression Toolbox for Large Language Models and Diffusion Models☆795Aug 14, 2025Updated 11 months ago
- The code repository of "MBQ: Modality-Balanced Quantization for Large Vision-Language Models"☆93Mar 17, 2025Updated last year
- Code for the AAAI 2024 Oral paper "OWQ: Outlier-Aware Weight Quantization for Efficient Fine-Tuning and Inference of Large Language Model…☆72Mar 7, 2024Updated 2 years ago
- Code repo for the paper "LLM-QAT Data-Free Quantization Aware Training for Large Language Models"☆326Mar 4, 2025Updated last year
- 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.
- [ACL 2025 Main] EfficientQAT: Efficient Quantization-Aware Training for Large Language Models☆342Apr 10, 2026Updated 3 months ago
- 📚A curated list of Awesome LLM/VLM Inference Papers with Codes: Flash-Attention, Paged-Attention, WINT8/4, Parallelism, etc.🎉☆5,405Jun 23, 2026Updated last month
- A curated list for Efficient Large Language Models☆2,023Jun 17, 2025Updated last year
- The official implementation of the EMNLP 2023 paper LLM-FP4☆225Dec 15, 2023Updated 2 years ago
- [TMLR] Official PyTorch implementation of paper "Quantization Variation: A New Perspective on Training Transformers with Low-Bit Precisio…☆49Sep 27, 2024Updated last year
- Awesome LLM pruning papers all-in-one repository with integrating all useful resources and insights.☆172May 19, 2026Updated 2 months ago
- Code for Neurips24 paper: QuaRot, an end-to-end 4-bit inference of large language models.☆523Nov 26, 2024Updated last year