[ICLR 2025🔥] SVD-LLM & [NAACL 2025🔥] SVD-LLM V2
☆309Aug 28, 2025Updated last year
Alternatives and similar repositories for SVD-LLM
Users that are interested in SVD-LLM are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Activation-aware Singular Value Decomposition for Compressing Large Language Models☆95Oct 22, 2024Updated 2 years ago
- [ICLR 2025] Dobi-SVD : Differentiable SVD for LLM Compression and Some New Perspectives"☆55Oct 19, 2025Updated last year
- ☆25Jul 23, 2026Updated 3 months ago
- [ICLR 2025] Palu: Compressing KV-Cache with Low-Rank Projection☆167Feb 20, 2025Updated last year
- This repository provides the official implementation of QSVD, a method for efficient low-rank approximation that unifies Query-Key-Value …☆30May 16, 2026Updated 5 months ago
- Virtual machines for every use case on DigitalOcean • AdGet dependable uptime with 99.99% SLA, simple security tools, and predictable monthly pricing with DigitalOcean's virtual machines, called Droplets.
- UniQL official repository (ICLR 2026)☆19Jan 27, 2026Updated 9 months ago
- PyTorch code for our paper "AdaSVD: Adaptive Singular Value Decomposition for Large Language Models"☆16Mar 9, 2025Updated last year
- [ICML 2025] SliM-LLM: Salience-Driven Mixed-Precision Quantization for Large Language Models☆67Aug 9, 2024Updated 2 years ago
- Github Repo for OATS: Outlier-Aware Pruning through Sparse and Low Rank Decomposition☆21Apr 16, 2025Updated last year
- [NAACL' 25 main] Lillama: Large Language Model Compression via Low-Rank Feature Distillation☆11Apr 10, 2025Updated last year
- Code repo for the paper "SpinQuant LLM quantization with learned rotations"☆440Feb 14, 2025Updated last year
- [NeurIPS 2024] Search for Efficient LLMs☆16Jan 16, 2025Updated last year
- Awesome LLM compression research papers and tools.☆1,890Updated this week
- [ICML 2025] Official PyTorch implementation of "FlatQuant: Flatness Matters for LLM Quantization"☆228Nov 25, 2025Updated 11 months 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.
- For releasing code related to compression methods for transformers, accompanying our publications☆464Sep 10, 2026Updated last month
- Code for Neurips24 paper: QuaRot, an end-to-end 4-bit inference of large language models.☆540Nov 26, 2024Updated last year
- Official Pytorch Implementation of "Outlier Weighed Layerwise Sparsity (OWL): A Missing Secret Sauce for Pruning LLMs to High Sparsity"☆81Jul 7, 2025Updated last year
- codebase for Coruscant: Co-Designing GPU Kernel and Sparse Tensor Core to Advocate Unstructured Sparsity in Efficient LLM Inference☆11Oct 17, 2025Updated last year
- [AAAI 2024] Fluctuation-based Adaptive Structured Pruning for Large Language Models☆79Jan 6, 2024Updated 2 years ago
- YiTu is an easy-to-use runtime to fully exploit the hybrid parallelism of different hardwares (e.g., GPU) to efficiently support the exec…☆254Jan 7, 2026Updated 9 months ago
- [ICML 2024] Official Implementation of SLEB: Streamlining LLMs through Redundancy Verification and Elimination of Transformer Blocks☆44Feb 4, 2025Updated last year
- [NeurIPS 2023] LLM-Pruner: On the Structural Pruning of Large Language Models. Support Llama-3/3.1, Llama-2, LLaMA, BLOOM, Vicuna, Baich…☆1,142Oct 7, 2024Updated 2 years ago
- [ICML 2024 Oral] Any-Precision LLM: Low-Cost Deployment of Multiple, Different-Sized LLMs☆136Oct 13, 2026Updated 2 weeks ago
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting for WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Deploy in minutes on Cloudways by DigitalOcean.
- Unified KV Cache Compression Methods for Auto-Regressive Models☆1,392Aug 13, 2026Updated 2 months ago
- [ICML 2024] KIVI: A Tuning-Free Asymmetric 2bit Quantization for KV Cache☆437Nov 20, 2025Updated 11 months ago
- Awesome list for LLM pruning.☆296Oct 11, 2025Updated last year
- ☆33Nov 11, 2024Updated last year
- Visualization, simulation, manipulation of Intrinsically disorder proteins with Gibbs sampling☆288Oct 24, 2024Updated 2 years ago
- Official PyTorch implementation of CD-MOE☆12Mar 18, 2026Updated 7 months ago
- [ICLR 2024] Jaiswal, A., Gan, Z., Du, X., Zhang, B., Wang, Z., & Yang, Y. Compressing llms: The truth is rarely pure and never simple.☆27Apr 21, 2025Updated last year
- The official implementation of the EMNLP 2023 paper LLM-FP4☆227Dec 15, 2023Updated 2 years ago
- A simple and effective LLM pruning approach.☆882Aug 9, 2024Updated 2 years ago
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting for WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Deploy in minutes on Cloudways by DigitalOcean.
- Fast Hadamard transform in CUDA, with a PyTorch interface☆356Mar 10, 2026Updated 7 months ago
- [ICLR 2025, IEEE TPAMI 2026] Mixture Compressor & MC#☆79Feb 12, 2025Updated last year
- ☆246Nov 24, 2024Updated last year
- PyTorch implementation of Language model compression with weighted low-rank factorization☆14Jun 28, 2023Updated 3 years ago
- Official implementation for LaCo (EMNLP 2024 Findings)☆22Oct 3, 2024Updated 2 years ago
- HALO: Hadamard-Assisted Low-Precision Optimization and Training method for finetuning LLMs. 🚀 The official implementation of https://arx…☆32Feb 17, 2025Updated last year
- Official implementation of the ICLR paper "Streamlining Redundant Layers to Compress Large Language Models"☆45May 1, 2025Updated last year