IST-DASLab / RoSALinks
Official implementation of the ICML 2024 paper RoSA (Robust Adaptation)
☆42Updated last year
Alternatives and similar repositories for RoSA
Users that are interested in RoSA are comparing it to the libraries listed below
Sorting:
- Repository for Sparse Finetuning of LLMs via modified version of the MosaicML llmfoundry☆42Updated last year
- Codebase for Instruction Following without Instruction Tuning☆34Updated 8 months ago
- Work in progress.☆67Updated this week
- The official repository for SkyLadder: Better and Faster Pretraining via Context Window Scheduling☆32Updated 2 months ago
- ☆17Updated 5 months ago
- This repo is based on https://github.com/jiaweizzhao/GaLore☆28Updated 8 months ago
- [NAACL 2025] A Closer Look into Mixture-of-Experts in Large Language Models☆52Updated 3 months ago
- ☆79Updated 9 months ago
- An unofficial implementation of "Mixture-of-Depths: Dynamically allocating compute in transformer-based language models"☆35Updated 11 months ago
- From GaLore to WeLore: How Low-Rank Weights Non-uniformly Emerge from Low-Rank Gradients. Ajay Jaiswal, Lu Yin, Zhenyu Zhang, Shiwei Liu,…☆47Updated last month
- [ICLR 2023] "Sparse MoE as the New Dropout: Scaling Dense and Self-Slimmable Transformers" by Tianlong Chen*, Zhenyu Zhang*, Ajay Jaiswal…☆51Updated 2 years ago
- Exploration of automated dataset selection approaches at large scales.☆41Updated 3 months ago
- Repository for the Q-Filters method (https://arxiv.org/pdf/2503.02812)☆31Updated 2 months ago
- Official implementation of "The Sparse Frontier: Sparse Attention Trade-offs in Transformer LLMs"☆32Updated last month
- The official implementation of the paper "Towards Efficient Mixture of Experts: A Holistic Study of Compression Techniques (TMLR)".☆70Updated 2 months ago
- ☆79Updated 4 months ago
- [ACL 2024] Not All Experts are Equal: Efficient Expert Pruning and Skipping for Mixture-of-Experts Large Language Models☆89Updated last year
- The official implementation of paper: SimLayerKV: A Simple Framework for Layer-Level KV Cache Reduction.☆46Updated 7 months ago
- Activation-aware Singular Value Decomposition for Compressing Large Language Models☆67Updated 7 months ago
- Mask-Enhanced Autoregressive Prediction: Pay Less Attention to Learn More☆31Updated 2 weeks ago
- ☆92Updated 8 months ago
- ☆50Updated 7 months ago
- Code for ICLR 2025 Paper "What is Wrong with Perplexity for Long-context Language Modeling?"☆78Updated 2 weeks ago
- Pruner-Zero: Evolving Symbolic Pruning Metric from scratch for LLMs☆82Updated 6 months ago
- DPO, but faster 🚀☆42Updated 5 months ago
- Official repository of "LiNeS: Post-training Layer Scaling Prevents Forgetting and Enhances Model Merging"☆26Updated 7 months ago
- Code for the EMNLP24 paper "A simple and effective L2 norm based method for KV Cache compression."☆13Updated 5 months ago
- The open-source materials for paper "Sparsing Law: Towards Large Language Models with Greater Activation Sparsity".☆21Updated 6 months ago
- Code for "Everybody Prune Now: Structured Pruning of LLMs with only Forward Passes"☆28Updated last year
- [ICML 2024] When Linear Attention Meets Autoregressive Decoding: Towards More Effective and Efficient Linearized Large Language Models☆30Updated 11 months ago