Awesome LLM pruning papers all-in-one repository with integrating all useful resources and insights.
☆156Mar 2, 2026Updated last month
Alternatives and similar repositories for Awesome-LLMs-Pruning
Users that are interested in Awesome-LLMs-Pruning are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Awesome list for LLM pruning.☆288Oct 11, 2025Updated 5 months ago
- [NeurIPS 2023] LLM-Pruner: On the Structural Pruning of Large Language Models. Support Llama-3/3.1, Llama-2, LLaMA, BLOOM, Vicuna, Baich…☆1,115Oct 7, 2024Updated last year
- PyTorch code for our paper "Progressive Binarization with Semi-Structured Pruning for LLMs"☆13Mar 11, 2026Updated last month
- A simple and effective LLM pruning approach.☆860Aug 9, 2024Updated last year
- [NeurIPS 2024] Search for Efficient LLMs☆16Jan 16, 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 and start building anything your business needs.
- [ACL'25 Findings] Official repo for "HumanEval Pro and MBPP Pro: Evaluating Large Language Models on Self-invoking Code Generation Task"☆40Apr 7, 2025Updated last year
- A curated list for Efficient Large Language Models☆1,977Jun 17, 2025Updated 9 months ago
- ☆40Nov 22, 2025Updated 4 months ago
- Code for "ECoFLaP: Efficient Coarse-to-Fine Layer-Wise Pruning for Vision-Language Models" (ICLR 2024)☆20Feb 16, 2024Updated 2 years ago
- [ACL 2025 Main] EfficientQAT: Efficient Quantization-Aware Training for Large Language Models☆336Nov 26, 2025Updated 4 months ago
- Awesome LLM compression research papers and tools.☆1,796Feb 23, 2026Updated last month
- [ICML 2025] Official PyTorch implementation of "FlatQuant: Flatness Matters for LLM Quantization"☆212Nov 25, 2025Updated 4 months ago
- [ICML 2024] SPP: Sparsity-Preserved Parameter-Efficient Fine-Tuning for Large Language Models☆22May 28, 2024Updated last year
- Awesome list for LLM quantization☆411Oct 11, 2025Updated 5 months ago
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting with the flexibility to host WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Cloudways by DigitalOcean.
- [Preprint] Why is the State of Neural Network Pruning so Confusing? On the Fairness, Comparison Setup, and Trainability in Network Prunin…☆41Sep 9, 2025Updated 7 months ago
- Official Repo for SparseLLM: Global Pruning of LLMs (NeurIPS 2024)☆67Mar 27, 2025Updated last year
- [ECCV24] MixDQ: Memory-Efficient Few-Step Text-to-Image Diffusion Models with Metric-Decoupled Mixed Precision Quantization☆14Nov 27, 2024Updated last year
- [NeurIPS 2024 Oral🔥] DuQuant: Distributing Outliers via Dual Transformation Makes Stronger Quantized LLMs.☆178Oct 3, 2024Updated last year
- This repo contains the code for studying the interplay between quantization and sparsity methods☆26Feb 26, 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…☆69Mar 7, 2024Updated 2 years ago
- ☆20Apr 3, 2025Updated last year
- ☆30Jul 22, 2024Updated last year
- List of papers related to neural network quantization in recent AI conferences and journals.☆814Mar 27, 2025Updated 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.
- [ACL 2024] A novel QAT with Self-Distillation framework to enhance ultra low-bit LLMs.☆136May 16, 2024Updated last year
- Official implementation of the EMNLP23 paper: Outlier Suppression+: Accurate quantization of large language models by equivalent and opti…☆51Oct 21, 2023Updated 2 years ago
- [ICLR25] STBLLM: Breaking the 1-Bit Barrier with Structured Binary LLMs☆20Jun 3, 2025Updated 10 months ago
- Awesome Pruning. ✅ Curated Resources for Neural Network Pruning.☆174Aug 30, 2024Updated last year
- Project for SNARE benchmark☆11Jun 5, 2024Updated last year
- [ICLR 2025] Official implementation of paper "Dynamic Low-Rank Sparse Adaptation for Large Language Models".☆24Mar 16, 2025Updated last year
- Compressed LLMs for Efficient Text Generation [ICLR'24 Workshop]☆91Sep 13, 2024Updated last year
- Official PyTorch implementation of DistiLLM-2: A Contrastive Approach Boosts the Distillation of LLMs (ICML 2025 Oral)☆61Jun 27, 2025Updated 9 months ago
- Official Pytorch Implementation of Our Paper Accepted at ICLR 2024-- Dynamic Sparse No Training: Training-Free Fine-tuning for Sparse LLM…☆51Apr 9, 2024Updated 2 years ago
- Wordpress hosting with auto-scaling on Cloudways • AdFully Managed hosting built for WordPress-powered businesses that need reliable, auto-scalable hosting. Cloudways SafeUpdates now available.
- This repository collects papers for "A Survey on Knowledge Distillation of Large Language Models". We break down KD into Knowledge Elicit…☆1,270Mar 9, 2025Updated last year
- ☆56Jun 10, 2024Updated last year
- ☆63Jun 12, 2025Updated 9 months ago
- [ICLR 2025🔥] SVD-LLM & [NAACL 2025🔥] SVD-LLM V2☆289Aug 28, 2025Updated 7 months ago
- ☆13Oct 13, 2025Updated 5 months ago
- ☆28Mar 12, 2026Updated 3 weeks ago
- A curated list of neural network pruning resources.☆2,492Apr 4, 2024Updated 2 years ago