[ICLR 2025] Official implementation of paper "Dynamic Low-Rank Sparse Adaptation for Large Language Models".
☆25Mar 16, 2025Updated last year
Alternatives and similar repositories for LoSA
Users that are interested in LoSA are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- The code for "AttentionPredictor: Temporal Pattern Matters for Efficient LLM Inference", Qingyue Yang, Jie Wang, Xing Li, Zhihai Wang, Ch…☆29Jul 15, 2025Updated 11 months ago
- [ICML'24 Oral] APT: Adaptive Pruning and Tuning Pretrained Language Models for Efficient Training and Inference☆48Jun 4, 2024Updated 2 years ago
- ☆36Aug 23, 2023Updated 2 years ago
- ☆30Jul 22, 2024Updated last year
- Official Repo for SparseLLM: Global Pruning of LLMs (NeurIPS 2024)☆69Mar 27, 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.
- code for ACL24 "MELoRA: Mini-Ensemble Low-Rank Adapter for Parameter-Efficient Fine-Tuning"☆34Feb 19, 2025Updated last year
- ☆41Updated this week
- [ICML'25] Our study systematically investigates massive values in LLMs' attention mechanisms. First, we observe massive values are concen…☆86Jun 20, 2025Updated 11 months ago
- 🎓Automatically Update circult-eda-mlsys-tinyml Papers Daily using Github Actions (Update Every 8th hours)☆10Updated this week
- DELLA-Merging: Reducing Interference in Model Merging through Magnitude-Based Sampling☆37Jul 12, 2024Updated last year
- Pytorch implementation of our paper accepted by NeurIPS 2022 -- Learning Best Combination for Efficient N:M Sparsity☆22Jan 13, 2023Updated 3 years ago
- Official implementation of the ICLR paper "Streamlining Redundant Layers to Compress Large Language Models"☆43May 1, 2025Updated last year
- 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
- ☆19Nov 30, 2024Updated last year
- 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.
- Efficient Expert Pruning for Sparse Mixture-of-Experts Language Models: Enhancing Performance and Reducing Inference Costs☆25Nov 11, 2025Updated 7 months ago
- This repository contains the code for our ICML 2025 paper——LENSLLM: Unveiling Fine-Tuning Dynamics for LLM Selection🎉☆26May 29, 2025Updated last year
- ☆23Nov 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 11 months ago
- [EMNLP 2024] Quantize LLM to extremely low-bit, and finetune the quantized LLMs☆15Jul 18, 2024Updated last year
- [ICLR 2025] RaSA: Rank-Sharing Low-Rank Adaptation☆10May 19, 2025Updated last year
- [NeurIPS 2024] AlphaPruning: Using Heavy-Tailed Self Regularization Theory for Improved Layer-wise Pruning of Large Language Models☆34Jun 9, 2025Updated last year
- Unofficial implementations of block/layer-wise pruning methods for LLMs.☆78Apr 29, 2024Updated 2 years ago
- Implementation of Effective Sparsification of Neural Networks with Global Sparsity Constraint☆31Mar 24, 2022Updated 4 years ago
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- Metis-RISE: RL Incentivizes and SFT Enhances Multimodal Reasoning Model Learning☆21Jun 26, 2025Updated 11 months ago
- ☆126Jul 6, 2024Updated last year
- ☆36Jun 13, 2025Updated last year
- An unofficial re-implementation of Graph Structure of Neural Networks (Jiaxuan You · Kaiming He · Jure Leskovec · Saining Xie) ICML 2020☆10Jul 27, 2020Updated 5 years ago
- ☆21Apr 3, 2025Updated last year
- [CVPR '24] Official implementation of the paper "Multiflow: Shifting Towards Task-Agnostic Vision-Language Pruning".☆23Mar 7, 2025Updated last year
- ☆35May 24, 2024Updated 2 years ago
- A block pruning framework for LLMs.☆28May 17, 2025Updated last year
- ☆49May 9, 2026Updated last month
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- CoCoFL: Communication- and Computation-Aware Federated Learning via Partial NN Freezing and Quantization☆13Aug 3, 2024Updated last year
- ☆15Sep 24, 2023Updated 2 years ago
- ☆21Oct 2, 2024Updated last year
- [ICML‘24] Official code for the paper "Revisiting Zeroth-Order Optimization for Memory-Efficient LLM Fine-Tuning: A Benchmark ".☆126Jul 6, 2025Updated 11 months ago
- One Initialization to Rule them All: Fine-tuning via Explained Variance Adaptation☆53Oct 20, 2025Updated 7 months ago
- AdaSkip: Adaptive Sublayer Skipping for Accelerating Long-Context LLM Inference☆20Jan 24, 2025Updated last year
- Official implementation for "Pruning Large Language Models with Semi-Structural Adaptive Sparse Training" (AAAI 2025)☆19Jul 1, 2025Updated 11 months ago