[ICLR2025]: OSTQuant: Refining Large Language Model Quantization with Orthogonal and Scaling Transformations for Better Distribution Fitting
☆95Apr 8, 2025Updated last year
Alternatives and similar repositories for OSTQuant
Users that are interested in OSTQuant are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- [ICML 2025] Official PyTorch implementation of "FlatQuant: Flatness Matters for LLM Quantization"☆224Nov 25, 2025Updated 8 months ago
- Code repo for the paper "SpinQuant LLM quantization with learned rotations"☆422Feb 14, 2025Updated last year
- [COLM 2025] DFRot: Achieving Outlier-Free and Massive Activation-Free for Rotated LLMs with Refined Rotation; 知乎：https://zhuanlan.zhihu.c…☆30Mar 5, 2025Updated last year
- Code implementation of GPTAQ (https://arxiv.org/abs/2504.02692)☆93Jul 28, 2025Updated last year
- Official implementation of ICML'24 paper "LQER: Low-Rank Quantization Error Reconstruction for LLMs"☆19Jul 11, 2024Updated 2 years ago
- Serverless GPU API endpoints on Runpod - Get Bonus Credits • AdSkip the infrastructure headaches. Auto-scaling, pay-as-you-go, no-ops approach lets you focus on innovating your application.
- [ACM MM2025]: MQuant: Unleashing the Inference Potential of Multimodal Large Language Models via Full Static Quantization☆44Aug 13, 2025Updated 11 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
- (AAAI 2026) First-Order Error Matters: Accurate Compensation for Quantized Large Language Models☆17Apr 16, 2026Updated 3 months ago
- [ICLR25] STBLLM: Breaking the 1-Bit Barrier with Structured Binary LLMs☆20Jun 3, 2025Updated last year
- ☆17Apr 7, 2025Updated last year
- An algorithm for weight-activation quantization (W4A4, W4A8) of LLMs, supporting both static and dynamic quantization☆176Nov 26, 2025Updated 8 months ago
- [ICML 2025] SliM-LLM: Salience-Driven Mixed-Precision Quantization for Large Language Models☆63Aug 9, 2024Updated 2 years ago
- ☆35Mar 28, 2025Updated last year
- Code for Neurips24 paper: QuaRot, an end-to-end 4-bit inference of large language models.☆530Nov 26, 2024Updated last year
- Managed Kubernetes at scale on DigitalOcean • AdDigitalOcean Kubernetes includes the control plane, bandwidth allowance, container registry, automatic updates, and more for free.
- Official implementation of the ICLR'25 paper "QERA: an Analytical Framework for Quantization Error Reconstruction".☆14Feb 4, 2025Updated last year
- [NeurIPS 2024 Oral🔥] DuQuant: Distributing Outliers via Dual Transformation Makes Stronger Quantized LLMs.☆187Apr 24, 2026Updated 3 months ago
- Implementation of "RaanA: A Fast, Flexible, and Data-Efficient Post-Training Quantization Algorithm"☆17Apr 11, 2025Updated last year
- [EMNLP 2024 & AAAI 2026] A powerful toolkit for compressing large models including LLMs, VLMs, and video generative models.☆739May 14, 2026Updated 2 months ago
- ☆42Mar 28, 2024Updated 2 years ago
- Awesome list for LLM quantization☆438Apr 20, 2026Updated 3 months ago
- Code for "RSQ: Learning from Important Tokens Leads to Better Quantized LLMs"☆23Mar 25, 2026Updated 4 months ago
- Fast Hadamard transform in CUDA, with a PyTorch interface☆343Mar 10, 2026Updated 5 months ago
- ☆21Apr 27, 2026Updated 3 months ago
- Proton VPN Special Offer - Get 70% off • AdSpecial partner offer. Trusted by over 100 million users worldwide. Tested, Approved and Recommended by Experts.
- The code repository of "MBQ: Modality-Balanced Quantization for Large Vision-Language Models"☆93Mar 17, 2025Updated last year
- Official implementation of the EMNLP23 paper: Outlier Suppression+: Accurate quantization of large language models by equivalent and opti…☆52Oct 21, 2023Updated 2 years ago
- 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
- This repository contains low-bit quantization papers from 2020 to 2026 on top conference.☆204Jun 25, 2026Updated last month
- ☆15Apr 6, 2026Updated 4 months ago
- [ACL 2024] A novel QAT with Self-Distillation framework to enhance ultra low-bit LLMs.☆140May 16, 2024Updated 2 years ago
- [ICLRW'26] EoRA: Fine-tuning-free Compensation for Compressed LLM with Eigenspace Low-Rank Approximation☆50Apr 21, 2026Updated 3 months ago
- LLM Inference with Microscaling Format☆35Nov 12, 2024Updated last year
- [CVPR 2025] Q-DiT: Accurate Post-Training Quantization for Diffusion Transformers☆79Sep 3, 2024Updated last year
- AI Agents on DigitalOcean Gradient AI Platform • AdBuild production-ready AI agents using customizable tools or access multiple LLMs through a single endpoint. Create custom knowledge bases or connect external data.
- [ICLR2024 spotlight] OmniQuant is a simple and powerful quantization technique for LLMs.☆907Nov 26, 2025Updated 8 months ago
- Official implementation of the ICLR 2024 paper AffineQuant☆30Mar 30, 2024Updated 2 years ago
- Official PyTorch implementation of "GuidedQuant: Large Language Model Quantization via Exploiting End Loss Guidance" (ICML 2025)☆54Apr 13, 2026Updated 3 months ago
- [COLM 2025] Official PyTorch implementation of "Quantization Hurts Reasoning? An Empirical Study on Quantized Reasoning Models"☆77Jul 8, 2025Updated last year
- ☆25Oct 31, 2024Updated last year
- Official Repo for SparseLLM: Global Pruning of LLMs (NeurIPS 2024)☆70Mar 27, 2025Updated last year
- Model Compression Toolbox for Large Language Models and Diffusion Models☆796Aug 14, 2025Updated 11 months ago