[ICLR 2025🔥] SVD-LLM & [NAACL 2025🔥] SVD-LLM V2
☆295Aug 28, 2025Updated 9 months ago
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☆92Oct 22, 2024Updated last year
- This repository provides the official implementation of QSVD, a method for efficient low-rank approximation that unifies Query-Key-Value …☆27May 16, 2026Updated 3 weeks ago
- [ICLR 2025] Palu: Compressing KV-Cache with Low-Rank Projection☆158Feb 20, 2025Updated last year
- The official implementation of the DAC 2024 paper GQA-LUT☆23Dec 20, 2024Updated last year
- Code repo for the paper "SpinQuant LLM quantization with learned rotations"☆399Feb 14, 2025Updated last year
- End-to-end encrypted cloud storage - Proton Drive • AdSpecial offer: 40% Off Yearly / 80% Off First Month. Protect your most important files, photos, and documents from prying eyes.
- ☆21Oct 2, 2024Updated last year
- For releasing code related to compression methods for transformers, accompanying our publications☆463Jan 16, 2025Updated last year
- Official Pytorch Implementation of "Outlier Weighed Layerwise Sparsity (OWL): A Missing Secret Sauce for Pruning LLMs to High Sparsity"☆81Jul 7, 2025Updated 11 months ago
- Awesome LLM compression research papers and tools.☆1,841Feb 23, 2026Updated 3 months ago
- Official PyTorch implementation of CD-MOE☆12Mar 18, 2026Updated 2 months ago
- PyTorch implementation of Language model compression with weighted low-rank factorization☆14Jun 28, 2023Updated 2 years ago
- [NAACL 24 Oral] LoRETTA: Low-Rank Economic Tensor-Train Adaptation for Ultra-Low-Parameter Fine-Tuning of Large Language Models☆39Jan 9, 2025Updated last year
- Code for Neurips24 paper: QuaRot, an end-to-end 4-bit inference of large language models.☆513Nov 26, 2024Updated last year
- [ICLR 2025] Dobi-SVD : Differentiable SVD for LLM Compression and Some New Perspectives"☆53Oct 19, 2025Updated 7 months ago
- 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.
- ACL 2023☆39Jun 6, 2023Updated 3 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 5 months ago
- [ICML 2025] Official PyTorch implementation of "FlatQuant: Flatness Matters for LLM Quantization"☆217Nov 25, 2025Updated 6 months ago
- Unified KV Cache Compression Methods for Auto-Regressive Models☆1,339Jan 4, 2025Updated last year
- [ICML 2024] KIVI: A Tuning-Free Asymmetric 2bit Quantization for KV Cache☆405Nov 20, 2025Updated 6 months ago
- An algorithm for weight-activation quantization (W4A4, W4A8) of LLMs, supporting both static and dynamic quantization☆175Nov 26, 2025Updated 6 months ago
- Awesome list for LLM pruning.☆298Oct 11, 2025Updated 8 months ago
- [ACL 2025 Main] EfficientQAT: Efficient Quantization-Aware Training for Large Language Models☆341Apr 10, 2026Updated 2 months ago
- [COLM 2024] TriForce: Lossless Acceleration of Long Sequence Generation with Hierarchical Speculative Decoding☆281Aug 31, 2024Updated last year
- Wordpress hosting with auto-scaling - Free Trial Offer • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- Fast Hadamard transform in CUDA, with a PyTorch interface☆324Mar 10, 2026Updated 3 months ago
- The official implementation of the EMNLP 2023 paper LLM-FP4☆224Dec 15, 2023Updated 2 years ago
- [NeurIPS 2024] Search for Efficient LLMs☆16Jan 16, 2025Updated last year
- [EMNLP 2024] Quantize LLM to extremely low-bit, and finetune the quantized LLMs☆15Jul 18, 2024Updated last year
- [ICML24] Pruner-Zero: Evolving Symbolic Pruning Metric from scratch for LLMs☆100Nov 25, 2024Updated last year
- Explainable Person Re-Identification with Attribute-guided Metric Distillation☆100Jul 18, 2022Updated 3 years ago
- [MLSys'25] QServe: W4A8KV4 Quantization and System Co-design for Efficient LLM Serving; [MLSys'25] LServe: Efficient Long-sequence LLM Se…☆843Mar 6, 2025Updated last year
- Github Repo for OATS: Outlier-Aware Pruning through Sparse and Low Rank Decomposition☆20Apr 16, 2025Updated last year
- Official code of ICML 2025 paper "NTPP: Generative Speech Language Modeling for Dual-Channel Spoken Dialogue via Next-Token-Pair Predicti…☆134Oct 27, 2025Updated 7 months ago
- 1-Click AI Models by DigitalOcean Gradient • AdDeploy popular AI models on DigitalOcean Gradient GPU virtual machines with just a single click. Zero configuration with optimized deployments.
- [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
- ☆33Nov 11, 2024Updated last year
- Visualization, simulation, manipulation of Intrinsically disorder proteins with Gibbs sampling☆288Oct 24, 2024Updated last year
- D^2-MoE: Delta Decompression for MoE-based LLMs Compression☆82Mar 25, 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…☆1,129Oct 7, 2024Updated last year
- The official implementation of the ICML 2023 paper OFQ-ViT☆39Oct 3, 2023Updated 2 years ago
- Official PyTorch implementation of DistiLLM: Towards Streamlined Distillation for Large Language Models (ICML 2024)☆264Mar 13, 2025Updated last year