LISA: Layerwise Importance Sampling for Memory-Efficient Large Language Model Fine-Tuning
☆39Apr 4, 2024Updated 2 years ago
Alternatives and similar repositories for lisa
Users that are interested in lisa 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 Pytorch Implementation of "Outlier-weighed Layerwise Sampling for LLM Fine-tuning" by Pengxiang Li, Lu Yin, Xiaowei Gao, Shiwei …☆35Jun 3, 2025Updated last year
- [ICML‘24] Official code for the paper "Revisiting Zeroth-Order Optimization for Memory-Efficient LLM Fine-Tuning: A Benchmark ".☆130Jul 6, 2025Updated last year
- The official code for Dropping Backward Propagation (DropBP)☆32Oct 29, 2024Updated last year
- This is the official implementation of the ICML 2023 paper - Can Forward Gradient Match Backpropagation ?☆13May 31, 2023Updated 3 years ago
- Code for paper "Concrete Subspace Learning based Interference Elimination for Multi-task Model Fusion"☆14Mar 28, 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.
- SLiM: One-shot Quantized Sparse Plus Low-rank Approximation of LLMs (ICML 2025)☆38Nov 28, 2025Updated 10 months ago
- An implementation of the penalty-based bilevel gradient descent (PBGD) algorithm and the iterative differentiation (ITD/RHG) methods.☆20Feb 13, 2023Updated 3 years ago
- [NeurIPS 2024] Low rank memory efficient optimizer without SVD☆34Jul 1, 2025Updated last year
- SLTrain: a sparse plus low-rank approach for parameter and memory efficient pretraining (NeurIPS 2024)☆39Nov 1, 2024Updated last year
- Rad-cGAN v1.0: Radar-based precipitation nowcasting model with conditional Generative Adversarial Networks for multiple dam domains☆11Jul 22, 2022Updated 4 years ago
- Compressible Dynamics in Deep Overparameterized Low-Rank Learning & Adaptation (ICML'24 Oral)☆14Jul 22, 2024Updated 2 years ago
- ☆23Nov 26, 2024Updated last year
- Simple Python Socket-based Split Learning technique using PyTorch☆14Mar 13, 2020Updated 6 years ago
- This repository provides an improved LLamaGen Model, fine-tuned on 500,000 high-quality images, each accompanied by over 300 token prompt…☆30Oct 21, 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.
- ThinK: Thinner Key Cache by Query-Driven Pruning☆30Jun 2, 2026Updated 4 months ago
- [ICML 2025] SparseLoRA: Accelerating LLM Fine-Tuning with Contextual Sparsity☆79Mar 10, 2026Updated 7 months ago
- Pytorch implementation of our UniQ method, IEEE Access -- Training Multi-bit Quantized and Binarized Networks with A Learnable Symmetric …☆11Apr 7, 2021Updated 5 years ago
- Code for the paper: Why Transformers Need Adam: A Hessian Perspective☆66Mar 11, 2025Updated last year
- ☆19Dec 7, 2025Updated 10 months ago
- Finetuning LLaMA with DeepSpeed☆10Apr 14, 2023Updated 3 years ago
- ☆10Jul 6, 2021Updated 5 years ago
- [ICLR'24] "DeepZero: Scaling up Zeroth-Order Optimization for Deep Model Training" by Aochuan Chen*, Yimeng Zhang*, Jinghan Jia, James Di…☆76Oct 9, 2024Updated 2 years ago
- Official implementation of the paper: "A deeper look at depth pruning of LLMs"☆15Jul 24, 2024Updated 2 years ago
- Open source password manager - Proton Pass • AdSecurely store, share, and autofill your credentials with Proton Pass, the end-to-end encrypted password manager trusted by millions.
- ☆39Sep 25, 2026Updated 2 weeks ago
- [CoLM'25] The official implementation of the paper <MoA: Mixture of Sparse Attention for Automatic Large Language Model Compression>☆162Updated this week
- This is the official code for the paper "Safety Tax: Safety Alignment Makes Your Large Reasoning Models Less Reasonable".☆35Mar 11, 2025Updated last year
- Official code for "Self-supervised learning with rotation-invariant kernels"☆14Jun 5, 2023Updated 3 years ago
- A repository for LotteryFL re-implementation and experiments☆13Dec 18, 2020Updated 5 years ago
- Official implementation of the NeurIPS 2025 paper "Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space"☆355Jun 12, 2026Updated 4 months ago
- JAX implementation of "Fine-Tuning Language Models with Just Forward Passes"☆19Jun 10, 2023Updated 3 years ago
- [ICLR 2025] RaSA: Rank-Sharing Low-Rank Adaptation☆10May 19, 2025Updated last year
- ☆12Aug 17, 2022Updated 4 years ago
- Bare Metal GPUs on DigitalOcean Gradient AI • AdPurpose-built for serious AI teams training foundational models, running large-scale inference, and pushing the boundaries of what's possible.
- [ACL 2024 Findings] Light-PEFT: Lightening Parameter-Efficient Fine-Tuning via Early Pruning☆14Sep 2, 2024Updated 2 years ago
- Repository of the paper "Accelerating Transformer Inference for Translation via Parallel Decoding"☆123Mar 15, 2024Updated 2 years ago
- [EMNLP 2024] RoLoRA: Fine-tuning Rotated Outlier-free LLMs for Effective Weight-Activation Quantization☆40Sep 24, 2024Updated 2 years ago
- Implementations of the algorithms described in the paper: On the Convergence Theory for Hessian-Free Bilevel Algorithms.☆11Nov 1, 2024Updated last year
- An Efficient Supply Chain Management System using Blockchain & Machine Learning.☆10Nov 27, 2019Updated 6 years ago
- Tensorflow implementation of deformable conv and pooling operations.☆10Jul 17, 2017Updated 9 years ago
- Scaf-GRPO: Scaffolded Group Relative Policy Optimization for Enhancing LLM Reasoning☆27Feb 8, 2026Updated 8 months ago