This repository contains low-bit quantization papers from 2020 to 2026 on top conference.
☆234Aug 22, 2026Updated 2 months ago
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:
- ☆14Oct 11, 2026Updated last month
- PyTorch code for our paper "2DQuant: Low-bit Post-Training Quantization for Image Super-Resolution"☆50Oct 24, 2024Updated 2 years ago
- RobuQ: Pushing DiTS to W1.58A2 via Robust Activation Quantization☆17Oct 14, 2026Updated 3 weeks ago
- offical repo for paper: ROTATED RUNTIME SMOOTH: TRAINING-FREE ACTIVATION SMOOTHER FOR ACCURATE INT4 INFERENCE☆12Oct 1, 2024Updated 2 years ago
- List of papers related to neural network quantization in recent AI conferences and journals.☆855Mar 27, 2025Updated last year
- 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.
- A list of papers, docs, codes about diffusion quantization.This repo collects various quantization methods for the Diffusion Models. Welc…☆25Feb 2, 2026Updated 9 months ago
- PyTorch code for our paper "Progressive Binarization with Semi-Structured Pruning for LLMs"☆12Jul 11, 2026Updated 4 months ago
- Awesome list for LLM quantization☆454Oct 27, 2026Updated 2 weeks ago
- [CVPR 2025] APHQ-ViT: Post-Training Quantization with Average Perturbation Hessian Based Reconstruction for Vision Transformers☆46Apr 7, 2025Updated last year
- A curated collection of papers, benchmarks, surveys, and tools for model quantization, covering low-bit networks, LLMs, multimodal and ge…☆2,465Oct 26, 2026Updated 2 weeks ago
- The code repository of "MBQ: Modality-Balanced Quantization for Large Vision-Language Models"☆99Mar 17, 2025Updated last year
- Code implementation of GPTAQ (https://arxiv.org/abs/2504.02692)☆100Jul 28, 2025Updated last year
- [ICLR2025]: OSTQuant: Refining Large Language Model Quantization with Orthogonal and Scaling Transformations for Better Distribution Fitt…☆96Apr 8, 2025Updated last year
- ☆27Jul 14, 2025Updated last year
- GPUs on demand by Runpod - Special Offer Available • AdRun AI, ML, and HPC workloads on powerful cloud GPUs—without limits or wasted spend. Deploy GPUs in under a minute and pay by the second.
- [ICLR'25] ARB-LLM: Alternating Refined Binarizations for Large Language Models☆31Aug 5, 2025Updated last year
- [ICML 2025] CommVQ: Commutative Vector Quantization for KV Cache Compression☆27Sep 2, 2025Updated last year
- ☆61Oct 30, 2025Updated last year
- ☆22Feb 5, 2024Updated 2 years ago
- Official Repository for "WUSH: Near-Optimal Adaptive Transforms for LLM Quantization" (ICML 2026)☆18Jun 30, 2026Updated 4 months ago
- The official PyTorch implementation of the ICLR2022 paper, QDrop: Randomly Dropping Quantization for Extremely Low-bit Post-Training Quan…☆136Sep 23, 2025Updated last year
- [ICML 2025] Official PyTorch implementation of "FlatQuant: Flatness Matters for LLM Quantization"☆228Nov 25, 2025Updated 11 months ago
- [ICLR25] STBLLM: Breaking the 1-Bit Barrier with Structured Binary LLMs☆19Jun 3, 2025Updated last year
- Collect LLM Quantization related papers, data, repositories☆12Aug 27, 2024Updated 2 years ago
- GPU virtual machines on DigitalOcean Gradient AI • AdGet to production fast with high-performance AMD and NVIDIA GPUs you can spin up in seconds. The definition of operational simplicity.
- ☆16Oct 16, 2026Updated 3 weeks ago
- (AAAI 2026) First-Order Error Matters: Accurate Compensation for Quantized Large Language Models☆18Apr 16, 2026Updated 6 months ago
- ☆127Feb 26, 2026Updated 8 months ago
- [ECCV 2026] Freqformer: Image-Demoiréing Transformer via Efficient Frequency Decomposition☆21Jul 7, 2026Updated 4 months ago
- Code repo for the paper "SpinQuant LLM quantization with learned rotations"☆442Feb 14, 2025Updated last year
- (AAAI-2025 Oral) MPQ-DM: Mixed Precision Quantization for Extremely Low Bit Diffusion Models☆14Jul 8, 2025Updated last year
- ☆10Dec 13, 2024Updated last year
- ☆57May 9, 2026Updated 6 months ago
- [ICCV 2025] QuantCache：Adaptive Importance-Guided Quantization with Hierarchical Latent and Layer Caching for Video Generation☆18Sep 26, 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.
- ☆16Nov 11, 2025Updated last year
- [ICML 2026] Q-DiT4SR: Exploration of Detail-Preserving Diffusion Transformer Quantization for Real-World Image Super-Resolution☆25Oct 14, 2026Updated 3 weeks ago
- [AAAI'26] PyTorch code for our paper "QuantVSR: Low-Bit Post-Training Quantization for Real-World Video Super-Resolution"☆34Jan 29, 2026Updated 9 months ago
- ☆42Mar 28, 2024Updated 2 years ago
- ☆17Jun 22, 2025Updated last year
- Evalution: evolve your LLMs with better evals.☆17Updated this week
- ☆16Jun 3, 2026Updated 5 months ago
Are these results useful?