[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:
- Official Repo for SparseLLM: Global Pruning of LLMs (NeurIPS 2024)☆71Mar 27, 2025Updated last year
- ☆30Jul 22, 2024Updated 2 years ago
- [ICML'24 Oral] APT: Adaptive Pruning and Tuning Pretrained Language Models for Efficient Training and Inference☆49Jun 4, 2024Updated 2 years 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
- [ICLR'25] R-Sparse: Rank-Aware Activation Sparsity for Efficient LLM Inference☆21Apr 28, 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. Zero configuration with optimized deployments.
- ☆35May 24, 2024Updated 2 years ago
- The code for "AttentionPredictor: Temporal Pattern Matters for Efficient LLM Inference", Qingyue Yang, Jie Wang, Xing Li, Zhihai Wang, Ch…☆29Jul 15, 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 last year
- [EMNLP 2024] Official implementation of "Rethinking Pruning Large Language Models: Benefits and Pitfalls of Reconstruction Error Minimiza…☆28Feb 21, 2025Updated last year
- ☆36Aug 23, 2023Updated 3 years ago
- A list of awesome papers on compression and acceleration of Large Language Models (LLMs) and Multimodal Large Language Models (MLLMs).☆18May 12, 2026Updated 4 months ago
- ICLR 2025☆30May 21, 2025Updated last year
- 🎓Automatically Update circult-eda-mlsys-tinyml Papers Daily using Github Actions (Update Every 8th hours)☆10Updated this week
- [ICML 2024] Official Implementation of SLEB: Streamlining LLMs through Redundancy Verification and Elimination of Transformer Blocks☆43Feb 4, 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.
- Official implementation of "SentenceKV: Efficient LLM Inference via Sentence-Level Semantic KV Caching" (COLM 2025). A novel KV cache com…☆15Sep 29, 2025Updated 11 months ago
- Official implementation of the ICLR paper "Streamlining Redundant Layers to Compress Large Language Models"☆44May 1, 2025Updated last year
- code for ACL24 "MELoRA: Mini-Ensemble Low-Rank Adapter for Parameter-Efficient Fine-Tuning"☆34Feb 19, 2025Updated last year
- ☆19Nov 30, 2024Updated last year
- ☆36Jun 13, 2025Updated last year
- [ICML 2021] "Double-Win Quant: Aggressively Winning Robustness of Quantized DeepNeural Networks via Random Precision Training and Inferen…☆16Feb 13, 2022Updated 4 years ago
- ☆44Jun 14, 2026Updated 2 months ago
- [ICML'25] Our study systematically investigates massive values in LLMs' attention mechanisms. First, we observe massive values are concen…☆87Jun 20, 2025Updated last year
- Efficient Expert Pruning for Sparse Mixture-of-Experts Language Models: Enhancing Performance and Reducing Inference Costs☆25Nov 11, 2025Updated 10 months ago
- GPUs on demand by Runpod - Special Offer Available • AdRun AI, ML, and HPC workloads on powerful cloud GPUs—without limits or wasted spend. Deploy GPUs in under a minute and pay by the second.
- ☆23Nov 26, 2024Updated last year
- [ICLR 2024] This is the official PyTorch implementation of "QLLM: Accurate and Efficient Low-Bitwidth Quantization for Large Language Mod…☆39Mar 11, 2024Updated 2 years ago
- [EMNLP 2024] Quantize LLM to extremely low-bit, and finetune the quantized LLMs☆17Jul 18, 2024Updated 2 years ago
- [ICLR 2025] RaSA: Rank-Sharing Low-Rank Adaptation☆10May 19, 2025Updated 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 ICML'24 paper "LQER: Low-Rank Quantization Error Reconstruction for LLMs"☆19Jul 11, 2024Updated 2 years ago
- Unofficial implementations of block/layer-wise pruning methods for LLMs.☆78Apr 29, 2024Updated 2 years ago
- [ICLR 2025] The official pytorch implement of "Dynamic-LLaVA: Efficient Multimodal Large Language Models via Dynamic Vision-language Cont…☆72Sep 18, 2025Updated 11 months ago
- ☆155Sep 9, 2024Updated 2 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.
- ☆13Jan 22, 2025Updated last year
- Awesome list for LLM pruning.☆297Oct 11, 2025Updated 11 months ago
- ☆126Jul 6, 2024Updated 2 years ago
- ☆15Sep 24, 2023Updated 2 years ago
- Implementation of Effective Sparsification of Neural Networks with Global Sparsity Constraint☆31Mar 24, 2022Updated 4 years ago
- Metis-RISE: RL Incentivizes and SFT Enhances Multimodal Reasoning Model Learning☆22Jun 26, 2025Updated last year
- [EMNLP 2025🔥] UNComp: Can Matrix Entropy Uncover Sparsity? -- A Compressor Design from an Uncertainty-Aware Perspective☆20Jan 7, 2026Updated 8 months ago