[ICML 2024] BiLLM: Pushing the Limit of Post-Training Quantization for LLMs
☆235Jan 11, 2025Updated last year
Alternatives and similar repositories for BiLLM
Users that are interested in BiLLM are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- PB-LLM: Partially Binarized Large Language Models☆158Nov 20, 2023Updated 2 years ago
- [ICLR2024 spotlight] OmniQuant is a simple and powerful quantization technique for LLMs.☆903Nov 26, 2025Updated 8 months ago
- [ICML 2025] SliM-LLM: Salience-Driven Mixed-Precision Quantization for Large Language Models☆62Aug 9, 2024Updated last year
- An algorithm for weight-activation quantization (W4A4, W4A8) of LLMs, supporting both static and dynamic quantization☆176Nov 26, 2025Updated 8 months ago
- Code for Neurips24 paper: QuaRot, an end-to-end 4-bit inference of large language models.☆524Nov 26, 2024Updated last year
- 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.
- [ICML 2024] KIVI: A Tuning-Free Asymmetric 2bit Quantization for KV Cache☆423Nov 20, 2025Updated 8 months ago
- ☆15Apr 6, 2026Updated 3 months ago
- A repository dedicated to evaluating the performance of quantizied LLaMA3 using various quantization methods..☆200Jan 14, 2025Updated last year
- [ACL 2024] A novel QAT with Self-Distillation framework to enhance ultra low-bit LLMs.☆139May 16, 2024Updated 2 years ago
- [ICML 2024] SqueezeLLM: Dense-and-Sparse Quantization☆722Aug 13, 2024Updated last year
- [NeurIPS 2024] KVQuant: Towards 10 Million Context Length LLM Inference with KV Cache Quantization☆431Aug 13, 2024Updated last year
- [MLSys'24] Atom: Low-bit Quantization for Efficient and Accurate LLM Serving☆344Jul 2, 2024Updated 2 years ago
- ☆25Oct 31, 2024Updated last year
- Code for paper: "QuIP: 2-Bit Quantization of Large Language Models With Guarantees"☆401Feb 24, 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.
- Official Pytorch repository for Extreme Compression of Large Language Models via Additive Quantization https://arxiv.org/pdf/2401.06118.p…☆1,326Feb 26, 2026Updated 5 months ago
- Official implementation of Half-Quadratic Quantization (HQQ)☆948Feb 26, 2026Updated 5 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
- [NeurIPS 2024 Oral🔥] DuQuant: Distributing Outliers via Dual Transformation Makes Stronger Quantized LLMs.☆187Apr 24, 2026Updated 3 months ago
- [ICLR'25] ARB-LLM: Alternating Refined Binarizations for Large Language Models☆31Aug 5, 2025Updated 11 months ago
- GEAR: An Efficient KV Cache Compression Recipefor Near-Lossless Generative Inference of LLM☆184Jul 12, 2024Updated 2 years ago
- [ICLR25] STBLLM: Breaking the 1-Bit Barrier with Structured Binary LLMs☆20Jun 3, 2025Updated last year
- The homepage of OneBit model quantization framework.☆206Feb 5, 2025Updated last year
- Code implementation of GPTAQ (https://arxiv.org/abs/2504.02692)☆93Jul 28, 2025Updated last year
- Deploy open-source AI quickly and easily - Special Bonus Offer • AdRunpod Hub is built for open source. One-click deployment and autoscaling endpoints without provisioning your own infrastructure.
- [ICML 2025] Official PyTorch implementation of "FlatQuant: Flatness Matters for LLM Quantization"☆223Nov 25, 2025Updated 8 months ago
- ACL 2023☆39Jun 6, 2023Updated 3 years ago
- [MLSys 2024 Best Paper Award] AWQ: Activation-aware Weight Quantization for LLM Compression and Acceleration☆3,600Jul 17, 2025Updated last year
- Official Repo for SparseLLM: Global Pruning of LLMs (NeurIPS 2024)☆70Mar 27, 2025Updated last year
- [ACL 2025 Main] EfficientQAT: Efficient Quantization-Aware Training for Large Language Models☆342Apr 10, 2026Updated 3 months ago
- Code repo for the paper BiT Robustly Binarized Multi-distilled Transformer☆115Jun 26, 2023Updated 3 years ago
- ☆234Jun 11, 2024Updated 2 years ago
- AFPQ code implementation☆23Nov 6, 2023Updated 2 years ago
- For releasing code related to compression methods for transformers, accompanying our publications☆462Jan 16, 2025Updated last year
- 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.
- ☆554Feb 8, 2026Updated 5 months 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
- Code repo for the paper "SpinQuant LLM quantization with learned rotations"☆418Feb 14, 2025Updated last year
- Code for the ICML 2023 paper "SparseGPT: Massive Language Models Can Be Accurately Pruned in One-Shot".☆891Aug 20, 2024Updated last year
- A simple and effective LLM pruning approach.☆868Aug 9, 2024Updated last year
- [ICML 2023] This project is the official implementation of our accepted ICML 2023 paper BiBench: Benchmarking and Analyzing Network Binar…☆56Mar 4, 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…☆852Mar 6, 2025Updated last year